Packages and utilities

library(tidyverse)
Registered S3 methods overwritten by 'dbplyr':
  method         from
  print.tbl_lazy     
  print.tbl_sql      
System has not been booted with systemd as init system (PID 1). Can't operate.
Failed to create bus connection: Host is down
running command 'timedatectl' had status 1── Attaching packages ─────────────────────────────────────────────────────────────────────────────────── tidyverse 1.3.0 ──
✓ ggplot2 3.3.3     ✓ purrr   0.3.4
✓ tibble  3.1.0     ✓ dplyr   1.0.5
✓ tidyr   1.1.3     ✓ stringr 1.4.0
✓ readr   1.4.0     ✓ forcats 0.5.1
── Conflicts ────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
x dplyr::filter() masks stats::filter()
x dplyr::lag()    masks stats::lag()
library(lme4)
Loading required package: Matrix

Attaching package: ‘Matrix’

The following objects are masked from ‘package:tidyr’:

    expand, pack, unpack
library(lmerTest)

Attaching package: ‘lmerTest’

The following object is masked from ‘package:lme4’:

    lmer

The following object is masked from ‘package:stats’:

    step
library(logging)
library(mvtnorm)
library(mgcv)
Loading required package: nlme

Attaching package: ‘nlme’

The following object is masked from ‘package:lme4’:

    lmList

The following object is masked from ‘package:dplyr’:

    collapse

This is mgcv 1.8-34. For overview type 'help("mgcv-package")'.
# Provides bootstrap resampling tools
library(rsample)
# Compute the log-likelihood of a new dataset using a fit lme4 model.
logLik_test <- function(lm, test_X, test_y) {
  predictions <- predict(lm, test_X, re.form=NA)
  # Get std.dev. of residual, estimated from train data
  stdev <- sigma(lm)
  # For each prediction--observation, get the density p(obs | N(predicted, model_sigma)) and reduce
  density <- sum(dnorm(test_y, predictions, stdev, log=TRUE))
  return(density)
}
# Get per-prediction log-likelihood
logLik_test_per <- function(lm, test_X, test_y) {
  predictions <- predict(lm, test_X, re.form=NA)
  # Get std.dev. of residual, estimated from train data
  stdev <- sigma(lm)
  # For each prediction--observation, get the density p(obs | N(predicted, model_sigma))
  densities <- dnorm(test_y, predictions, stdev, log=TRUE)
  return(densities)
}
# Compute MSE of a new dataset using a fit lme4 model.
mse_test <- function(lm, test_X, test_y) {
  return(mean((predict(lm, test_X, re.form=NA) - test_y) ^ 2))
}
#Sanity checks
#mylm <- gam(psychometric ~  s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr"), data=train_data)
#c(logLik(mylm), logLik_test(mylm, train_data, train_data$psychometric))
#logLik_test(mylm, test_data, test_data$psychometric)

Data loading and preprocessing

data = read.csv("../data/harmonized_results.csv")

all_data = data %>%
  mutate(seed = as.factor(seed)) %>%
  group_by(corpus, model, training, seed) %>%
    mutate(prev_surp = lag(surprisal),
         prev_code = lag(code),
         prev_len = lag(len),
         prev_freq = lag(freq),
         prev_surp = lag(surprisal),
         
         prev2_freq = lag(prev_freq),
         prev2_code = lag(prev_code),
         prev2_len = lag(prev_len),
         prev2_surp = lag(prev_surp),
         
         prev3_freq = lag(prev2_freq),
         prev3_code = lag(prev2_code),
         prev3_len = lag(prev2_len),
         prev3_surp = lag(prev2_surp),
         
         prev4_freq = lag(prev3_freq),
         prev4_code = lag(prev3_code),
         prev4_len = lag(prev3_len),
         prev4_surp = lag(prev3_surp)) %>%
  ungroup() %>%
  
  # Filter back two for the dundee corpus. Filter back 1 for all other corpora
  # NB this effectively removes all zero-surprisal rows, since early-sentence tokens don't have contiguous token history
  filter((corpus == "dundee" & code == prev2_code + 2) | (corpus != "dundee" & code == prev4_code + 4)) %>%
  
  select(-prev_code, -prev2_code, -prev3_code) %>%
  drop_na()

all_data = all_data %>%
  mutate(
    model = as.character(model),
    model = if_else(model == "gpt-2", "gpt2", model),
    model = as.factor(model))
missing_rows = all_data %>% complete(nesting(corpus, code), nesting(model, training, seed)) %>% 
  group_by(corpus, code) %>% 
    filter(sum(is.na(surprisal)) > 0) %>% 
  ungroup() %>% 
  anti_join(all_data, by=c("corpus", "code", "model", "training", "seed"))

missing_rows %>% ggplot(aes(x=corpus, fill=factor(paste(model,training)))) +
geom_bar(position=position_dodge(width=0.8))

print(missing_rows %>% group_by(model, training, seed, corpus) %>% summarise(n=n()) %>% arrange(desc(n)))
`summarise()` has grouped output by 'model', 'training', 'seed'. You can override using the `.groups` argument.

# Compute the ideal number of model--seed--training observations per token.
to_drop = all_data %>%
  group_by(corpus, code) %>% summarise(n = n()) %>% ungroup() %>%
  group_by(corpus) %>% mutate( max_n = max(n)) %>% ungroup() %>%
  filter(max_n != n) %>% 
  select(code, corpus)
`summarise()` has grouped output by 'corpus'. You can override using the `.groups` argument.
# Find tokens which have 28 observations and compare model+training freqs
all_data %>% filter(corpus == "bnc-brown") %>% group_by(code) %>% filter(n() == 28)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17103)
table(paste(tempx$model, tempx$training))

      5gram bllip-lg       5gram bllip-md       5gram bllip-sm       5gram bllip-xs        gpt2 bllip-lg 
                   1                    1                    1                    1                    1 
gpt2 bllip-lg-gptbpe        gpt2 bllip-md gpt2 bllip-md-gptbpe gpt2 bllip-sm-gptbpe gpt2 bllip-xs-gptbpe 
                   2                    1                    3                    1                    1 
       rnng bllip-lg        rnng bllip-md        rnng bllip-sm        rnng bllip-xs     vanilla bllip-lg 
                   1                    2                    2                    4                    1 
    vanilla bllip-md     vanilla bllip-sm     vanilla bllip-xs 
                   3                    3                    3 
# This one is missing a seed
#to_drop %>% filter(corpus == "bnc-brown") %>% arrange(code)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17017)
table(paste(tempx$model, tempx$training))

      5gram bllip-lg       5gram bllip-md       5gram bllip-sm       5gram bllip-xs        gpt2 bllip-lg 
                   1                    1                    1                    1                    1 
gpt2 bllip-lg-gptbpe        gpt2 bllip-md gpt2 bllip-md-gptbpe gpt2 bllip-sm-gptbpe gpt2 bllip-xs-gptbpe 
                   2                    1                    3                    1                    1 
       rnng bllip-lg        rnng bllip-md        rnng bllip-sm        rnng bllip-xs     vanilla bllip-lg 
                   1                    2                    2                    4                    1 
    vanilla bllip-md     vanilla bllip-sm     vanilla bllip-xs 
                   3                    3                    3 
# nvm somehow not a problem anymore ..
# # Zooming in on the problem -- why is there no bllip-lg data here?
# all_data %>% filter(corpus == "dundee", model == "vanilla", training == "bllip-lg", code > 10720, code < 10730)

loginfo(paste("Dropping", nrow(to_drop), "observations corresponding to corpus tokens which are missing observations for some model."))
2021-04-09 18:04:10 INFO::Dropping 10561 observations corresponding to corpus tokens which are missing observations for some model.
loginfo(paste("Dropping", to_drop %>% group_by(corpus, code) %>% n_groups(), "tokens which are missing observations for some model."))
2021-04-09 18:04:10 INFO::Dropping 10561 tokens which are missing observations for some model.
all_data = all_data %>% anti_join(to_drop %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
2021-04-09 18:04:11 INFO::After drop, 1056239 observations ( 33115  tokens) remain.

to_drop_zero_surps = all_data %>% group_by(corpus, code) %>% filter(any(surprisal == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_surps), "observations corresponding to corpus tokens which have surprisal zeros for some model."))
2021-04-09 18:04:11 INFO::Dropping 128 observations corresponding to corpus tokens which have surprisal zeros for some model.
loginfo(paste("Dropping", to_drop_zero_surps %>% group_by(corpus, code) %>% n_groups(), "tokens which have surprisal zeros for some model."))
2021-04-09 18:04:11 INFO::Dropping 4 tokens which have surprisal zeros for some model.
all_data = all_data %>% anti_join(to_drop_zero_surps %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
2021-04-09 18:04:11 INFO::After drop, 1056111 observations ( 33111  tokens) remain.

to_drop_zero_psychs = all_data %>% group_by(corpus, code) %>% filter(any(psychometric == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_psychs), "observations corresponding to corpus tokens which have psychometric zeros for some model."))
2021-04-09 18:04:12 INFO::Dropping 16480 observations corresponding to corpus tokens which have psychometric zeros for some model.
loginfo(paste("Dropping", to_drop_zero_psychs %>% group_by(corpus, code) %>% n_groups(), "tokens which have psychometric zeros for some model."))
2021-04-09 18:04:12 INFO::Dropping 515 tokens which have psychometric zeros for some model.
all_data = all_data %>% anti_join(to_drop_zero_psychs %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
2021-04-09 18:04:12 INFO::After drop, 1039631 observations ( 32596  tokens) remain.

Train Linear Models which are used to assess Delta Log Lik

# Compute linear model stats for the given training data subset and full test data.
# Automatically subsets the test data to match the relevant group for which we are training a linear model.
get_lm_data <- function(df, test_data, formula, fold, store_env) {
  #this_lm <- gam(formula, data=df);
  print(paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold, nrow(df)))
  this_lm = lm(formula, data=df)
  this_test_data <- semi_join(test_data, df, by=c("training", "model", "seed", "corpus"));
  
  # Save lm to the global env so that we can access residuals later.
  lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
  assign(lm_name, this_lm, envir=store_env)
  
  summarise(df,
            log_lik = as.numeric(logLik(this_lm, REML = F)),
            test_lik = logLik_test(this_lm, this_test_data, this_test_data$psychometric),
            test_mse = mse_test(this_lm, this_test_data, this_test_data$psychometric))
}
# For a previously fitted lm stored in store_env, get the residuals on test data of the relevant data subset.
get_lm_residuals <- function(df, fold, store_env) {
  # Retrieve the relevant lm.
  lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
  this_lm <- get(lm_name, envir=store_env)
  
  mutate(df,
         likelihood = logLik_test_per(this_lm, df, df$psychometric),
         resid = df$psychometric - predict(this_lm, df, re.form=NA))
}
# Compute per-example delta-log-likelihood for the given test fold.
get_lm_delta_log_lik <- function(test_data, fold, baseline_env, full_env) {
  lm_name = paste(unique(paste(test_data$model, test_data$training, test_data$seed, test_data$corpus))[1], fold)
  baseline_lm <- get(lm_name, envir=baseline_env)
  full_lm <- get(lm_name, envir=full_env)
  
  delta_log_lik = logLik_test_per(full_lm, test_data, test_data$psychometric) - logLik_test_per(baseline_lm, test_data, test_data$psychometric)
  return(cbind(test_data, delta_log_lik=delta_log_lik))
}
#####
# Define regression formulae.

# Regression code to fit GAM models.
#baseline_rt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#baselie_sprt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")

#full_rt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#full_sprt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + s(prev3_surp, bs = "cr", k = 20) + s(prev4_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")

# Regression Code to fit linear models
baseline_rt_regression = psychometric ~ freq + prev_freq + prev2_freq + len + prev_len + prev2_len
baseline_sprt_regression = psychometric ~ freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len

full_sprt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + prev3_surp + prev4_surp + freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len
full_rt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + freq + prev_freq + prev2_freq + len + prev_len + prev2_len
  
#####
# Prepare frames/environments for storing results/objects.
baseline_results = data.frame()
full_model_results = data.frame()
baseline_residuals = data.frame()
full_residuals = data.frame()
log_lik_deltas = data.frame()

#Randomly shuffle the data
all_data<-all_data[sample(nrow(all_data)),]
#Create K equally size folds
K = 10
folds <- cut(seq(1,nrow(all_data)),breaks=K,labels=FALSE)
#Perform 10 fold cross validation

# Fit models for some fold of the data.
baseline_corpus = function(corpus, df, test_data, fold, env) {
  if(corpus == "dundee") {
    get_lm_data(df, test_data, baseline_rt_regression, fold, env)
  } else {
    get_lm_data(df, test_data, baseline_sprt_regression, fold, env)
  }
}
full_model_corpus = function(corpus, df, test_data, fold, env) {
  if(corpus[1] == "dundee") {
    get_lm_data(df, test_data, full_rt_regression, fold, env)
  } else {
    get_lm_data(df, test_data, full_sprt_regression, fold, env)
  }
}

# Prepare a new Environment in which we store fitted LMs, which we'll query later for residuals and other metrics.
baseline_env = new.env()
full_env = new.env()

for(i in 1:K) { 
  #Segement your data by fold using the which() function 
  testIndexes <- which(folds==i, arr.ind=TRUE)
  test_data <- all_data[testIndexes, ]
  train_data <- all_data[-testIndexes, ]
  
  # Compute a baseline linear model for each model--training--seed--RT-corpus combination.
  baselines = train_data %>%
    group_by(model, training, seed, corpus) %>%
      print(model) %>%
      do(baseline_corpus(unique(.$corpus), ., test_data, i, baseline_env)) %>%
    ungroup() %>%
    mutate(seed = as.factor(seed),
           fold = i)
  
  baseline_results = rbind(baseline_results, baselines)
  
  # Compute a full linear model for each model--training--seed-RT-corpus combination
  full_models = train_data %>%
    group_by(model, training, seed, corpus) %>%
      do(full_model_corpus(unique(.$corpus), ., test_data, i, full_env)) %>%
    ungroup() %>%
    mutate(seed = as.factor(seed),
           fold = i)
  
  full_model_results = rbind(full_model_results, full_models)
  
  # Compute delta-log-likelihoods
  fold_log_lik_deltas = test_data %>%
    group_by(model, training, seed, corpus) %>%
      do(get_lm_delta_log_lik(., i, baseline_env, full_env)) %>%
    ungroup()

  log_lik_deltas = rbind(log_lik_deltas, fold_log_lik_deltas)
  
  fold_baseline_residuals = test_data %>%
    group_by(model, training, seed, corpus) %>%
      do(get_lm_residuals(., i, baseline_env)) %>%
    ungroup()

  baseline_residuals = rbind(baseline_residuals, fold_baseline_residuals)

  fold_full_residuals = test_data %>%
    group_by(model, training, seed, corpus) %>%
      do(get_lm_residuals(., i, full_env)) %>%
    ungroup()

  full_residuals = rbind(full_residuals, fold_full_residuals)
}
[1] "5gram bllip-lg 1111 bnc-brown 1 1700"
[1] "5gram bllip-lg 1111 dundee 1 24500"
[1] "5gram bllip-lg 1111 natural-stories 1 3134"
[1] "5gram bllip-md 1111 bnc-brown 1 1724"
[1] "5gram bllip-md 1111 dundee 1 24539"
[1] "5gram bllip-md 1111 natural-stories 1 3067"
[1] "5gram bllip-sm 1111 bnc-brown 1 1684"
[1] "5gram bllip-sm 1111 dundee 1 24567"
[1] "5gram bllip-sm 1111 natural-stories 1 3118"
[1] "5gram bllip-xs 1111 bnc-brown 1 1664"
[1] "5gram bllip-xs 1111 dundee 1 24576"
[1] "5gram bllip-xs 1111 natural-stories 1 3112"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 1 1720"
[1] "gpt2 bllip-lg 1587139950 dundee 1 24502"
[1] "gpt2 bllip-lg 1587139950 natural-stories 1 3096"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 1 1683"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 1 24485"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 1 3106"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 1 1698"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 1 24566"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 1 3074"
[1] "gpt2 bllip-md 1586986276 bnc-brown 1 1681"
[1] "gpt2 bllip-md 1586986276 dundee 1 24575"
[1] "gpt2 bllip-md 1586986276 natural-stories 1 3086"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 1 24479"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 1 3100"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 1 1682"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 1 24547"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 1 3113"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 1 1691"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 1 24516"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 1 1684"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 1 24526"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 1 3078"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 1 1690"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 1 24589"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 1 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 1 1689"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 1 24598"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 1 3110"
[1] "rnng bllip-lg 7245 bnc-brown 1 1692"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 1 24580"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 1 3074"
[1] "rnng bllip-md 3602 bnc-brown 1 1714"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 1 24561"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 1 3090"
[1] "rnng bllip-md 44862 bnc-brown 1 1705"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 1 24525"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 1 3079"
[1] "rnng bllip-sm 7877 bnc-brown 1 1689"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 1 24536"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 1 3112"
[1] "rnng bllip-sm 64924 bnc-brown 1 1701"

|======================================================                                            | 56% ~2 s remaining     [1] "rnng bllip-sm 64924 dundee 1 24561"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 1 3101"
[1] "rnng bllip-xs 4301 bnc-brown 1 1694"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 1 24515"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 1 3098"
[1] "rnng bllip-xs 28066 bnc-brown 1 1702"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 1 24511"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 1 3085"
[1] "rnng bllip-xs 28068 bnc-brown 1 1724"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 1 24518"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 1 3119"
[1] "rnng bllip-xs 51272 bnc-brown 1 1705"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 1 24588"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 1 3084"
[1] "vanilla bllip-lg 111 bnc-brown 1 1681"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 1 24605"

|=======================================================================                           | 73% ~1 s remaining     [1] "vanilla bllip-lg 111 natural-stories 1 3091"
[1] "vanilla bllip-md 120 bnc-brown 1 1727"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 1 24578"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 1 3095"
[1] "vanilla bllip-md 607 bnc-brown 1 1686"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 1 1710"
[1] "vanilla bllip-md 922 dundee 1 24491"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 1 3110"
[1] "vanilla bllip-sm 111 bnc-brown 1 1701"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 1 24641"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 1 3096"
[1] "vanilla bllip-sm 120 bnc-brown 1 1681"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 1 24565"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 1 3063"
[1] "vanilla bllip-sm 922 bnc-brown 1 1678"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 1 24565"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 1 3127"
[1] "vanilla bllip-xs 111 bnc-brown 1 1665"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 1 24604"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 1 3080"
[1] "vanilla bllip-xs 120 bnc-brown 1 1678"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 1 24534"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 1 3070"
[1] "vanilla bllip-xs 922 bnc-brown 1 1670"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 1 24491"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 1 3089"
[1] "5gram bllip-lg 1111 bnc-brown 1 1700"
[1] "5gram bllip-lg 1111 dundee 1 24500"
[1] "5gram bllip-lg 1111 natural-stories 1 3134"
[1] "5gram bllip-md 1111 bnc-brown 1 1724"
[1] "5gram bllip-md 1111 dundee 1 24539"
[1] "5gram bllip-md 1111 natural-stories 1 3067"
[1] "5gram bllip-sm 1111 bnc-brown 1 1684"
[1] "5gram bllip-sm 1111 dundee 1 24567"
[1] "5gram bllip-sm 1111 natural-stories 1 3118"
[1] "5gram bllip-xs 1111 bnc-brown 1 1664"
[1] "5gram bllip-xs 1111 dundee 1 24576"
[1] "5gram bllip-xs 1111 natural-stories 1 3112"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 1 1720"
[1] "gpt2 bllip-lg 1587139950 dundee 1 24502"
[1] "gpt2 bllip-lg 1587139950 natural-stories 1 3096"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 1 1683"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 1 24485"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 1 3106"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 1 1698"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 1 24566"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 1 3074"
[1] "gpt2 bllip-md 1586986276 bnc-brown 1 1681"
[1] "gpt2 bllip-md 1586986276 dundee 1 24575"
[1] "gpt2 bllip-md 1586986276 natural-stories 1 3086"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 1 24479"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 1 3100"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 1 1682"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 1 24547"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 1 3113"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 1 1691"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 1 24516"

|===============================                                                                   | 33% ~5 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 1 1684"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 1 24526"

|==================================                                                                | 35% ~5 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 1 3078"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 1 1690"

|====================================                                                              | 37% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 1 24589"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 1 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 1 1689"

|=======================================                                                           | 40% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 1 24598"

|========================================                                                          | 41% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 1 3110"
[1] "rnng bllip-lg 7245 bnc-brown 1 1692"

|==========================================                                                        | 43% ~4 s remaining     [1] "rnng bllip-lg 7245 dundee 1 24580"

|===========================================                                                       | 44% ~4 s remaining     [1] "rnng bllip-lg 7245 natural-stories 1 3074"
[1] "rnng bllip-md 3602 bnc-brown 1 1714"

|=============================================                                                     | 46% ~4 s remaining     [1] "rnng bllip-md 3602 dundee 1 24561"

|==============================================                                                    | 47% ~4 s remaining     [1] "rnng bllip-md 3602 natural-stories 1 3090"
[1] "rnng bllip-md 44862 bnc-brown 1 1705"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 1 24525"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 1 3079"
[1] "rnng bllip-sm 7877 bnc-brown 1 1689"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 1 24536"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 1 3112"
[1] "rnng bllip-sm 64924 bnc-brown 1 1701"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 1 24561"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 1 3101"

|========================================================                                          | 58% ~3 s remaining     [1] "rnng bllip-xs 4301 bnc-brown 1 1694"
[1] "rnng bllip-xs 4301 dundee 1 24515"

|==========================================================                                        | 60% ~3 s remaining     [1] "rnng bllip-xs 4301 natural-stories 1 3098"
[1] "rnng bllip-xs 28066 bnc-brown 1 1702"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 1 24511"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 1 3085"
[1] "rnng bllip-xs 28068 bnc-brown 1 1724"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 1 24518"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 1 3119"
[1] "rnng bllip-xs 51272 bnc-brown 1 1705"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 1 24588"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 1 3084"
[1] "vanilla bllip-lg 111 bnc-brown 1 1681"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 1 24605"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 1 3091"
[1] "vanilla bllip-md 120 bnc-brown 1 1727"

|=========================================================================                         | 75% ~2 s remaining     [1] "vanilla bllip-md 120 dundee 1 24578"

|==========================================================================                        | 76% ~2 s remaining     [1] "vanilla bllip-md 120 natural-stories 1 3095"
[1] "vanilla bllip-md 607 bnc-brown 1 1686"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 1 1710"
[1] "vanilla bllip-md 922 dundee 1 24491"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 1 3110"
[1] "vanilla bllip-sm 111 bnc-brown 1 1701"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 1 24641"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 1 3096"
[1] "vanilla bllip-sm 120 bnc-brown 1 1681"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 1 24565"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 1 3063"
[1] "vanilla bllip-sm 922 bnc-brown 1 1678"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 1 24565"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 1 3127"
[1] "vanilla bllip-xs 111 bnc-brown 1 1665"

|=========================================================================================         | 92% ~1 s remaining     [1] "vanilla bllip-xs 111 dundee 1 24604"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 1 3080"
[1] "vanilla bllip-xs 120 bnc-brown 1 1678"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 1 24534"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 1 3070"
[1] "vanilla bllip-xs 922 bnc-brown 1 1670"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 1 24491"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 1 3089"

|==================================================================================================|100% ~0 s remaining     
[1] "5gram bllip-lg 1111 bnc-brown 2 1690"
[1] "5gram bllip-lg 1111 dundee 2 24511"
[1] "5gram bllip-lg 1111 natural-stories 2 3102"
[1] "5gram bllip-md 1111 bnc-brown 2 1667"
[1] "5gram bllip-md 1111 dundee 2 24509"
[1] "5gram bllip-md 1111 natural-stories 2 3093"
[1] "5gram bllip-sm 1111 bnc-brown 2 1686"
[1] "5gram bllip-sm 1111 dundee 2 24533"
[1] "5gram bllip-sm 1111 natural-stories 2 3094"
[1] "5gram bllip-xs 1111 bnc-brown 2 1692"
[1] "5gram bllip-xs 1111 dundee 2 24599"
[1] "5gram bllip-xs 1111 natural-stories 2 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 2 1701"
[1] "gpt2 bllip-lg 1587139950 dundee 2 24492"
[1] "gpt2 bllip-lg 1587139950 natural-stories 2 3073"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 2 1684"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 2 24573"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 2 3094"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 2 1708"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 2 24522"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 2 3100"
[1] "gpt2 bllip-md 1586986276 bnc-brown 2 1693"
[1] "gpt2 bllip-md 1586986276 dundee 2 24514"
[1] "gpt2 bllip-md 1586986276 natural-stories 2 3112"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 2 24674"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 2 3092"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 2 1698"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 2 24481"

|============================                                                                      | 29% ~5 s remaining     [1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 2 3087"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 2 1719"

|==============================                                                                    | 32% ~5 s remaining     [1] "gpt2 bllip-md-gptbpe 1582126320 dundee 2 24576"

|===============================                                                                   | 33% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 2 1669"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 2 24536"

|==================================                                                                | 35% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 2 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 2 1679"

|====================================                                                              | 37% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 2 24480"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 2 3105"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 2 1699"

|=======================================                                                           | 40% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 2 24458"

|========================================                                                          | 41% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 2 3095"
[1] "rnng bllip-lg 7245 bnc-brown 2 1677"

|==========================================                                                        | 43% ~4 s remaining     [1] "rnng bllip-lg 7245 dundee 2 24521"

|===========================================                                                       | 44% ~4 s remaining     [1] "rnng bllip-lg 7245 natural-stories 2 3080"
[1] "rnng bllip-md 3602 bnc-brown 2 1676"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 2 24644"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 2 3097"
[1] "rnng bllip-md 44862 bnc-brown 2 1709"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 2 24495"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 2 3122"
[1] "rnng bllip-sm 7877 bnc-brown 2 1710"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 2 24550"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 2 3084"
[1] "rnng bllip-sm 64924 bnc-brown 2 1701"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 2 24605"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 2 3118"
[1] "rnng bllip-xs 4301 bnc-brown 2 1696"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 2 24544"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 2 3100"
[1] "rnng bllip-xs 28066 bnc-brown 2 1687"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 2 24542"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 2 3101"
[1] "rnng bllip-xs 28068 bnc-brown 2 1693"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 2 24518"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 2 3100"
[1] "rnng bllip-xs 51272 bnc-brown 2 1699"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 2 24596"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 2 3082"
[1] "vanilla bllip-lg 111 bnc-brown 2 1690"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 2 24587"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 2 3121"
[1] "vanilla bllip-md 120 bnc-brown 2 1670"

|=========================================================================                         | 75% ~2 s remaining     [1] "vanilla bllip-md 120 dundee 2 24593"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 2 3075"
[1] "vanilla bllip-md 607 bnc-brown 2 1691"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 2 1686"
[1] "vanilla bllip-md 922 dundee 2 24550"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 2 3093"
[1] "vanilla bllip-sm 111 bnc-brown 2 1686"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 2 24476"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 2 3104"

|==================================================================================                | 84% ~1 s remaining     [1] "vanilla bllip-sm 120 bnc-brown 2 1703"
[1] "vanilla bllip-sm 120 dundee 2 24594"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 2 3110"
[1] "vanilla bllip-sm 922 bnc-brown 2 1688"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 2 24486"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 2 3118"
[1] "vanilla bllip-xs 111 bnc-brown 2 1692"

|=========================================================================================         | 92% ~1 s remaining     [1] "vanilla bllip-xs 111 dundee 2 24555"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 2 3127"
[1] "vanilla bllip-xs 120 bnc-brown 2 1689"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 2 24591"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 2 3072"
[1] "vanilla bllip-xs 922 bnc-brown 2 1708"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 2 24569"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 2 3105"
[1] "5gram bllip-lg 1111 bnc-brown 2 1690"
[1] "5gram bllip-lg 1111 dundee 2 24511"
[1] "5gram bllip-lg 1111 natural-stories 2 3102"
[1] "5gram bllip-md 1111 bnc-brown 2 1667"
[1] "5gram bllip-md 1111 dundee 2 24509"
[1] "5gram bllip-md 1111 natural-stories 2 3093"
[1] "5gram bllip-sm 1111 bnc-brown 2 1686"
[1] "5gram bllip-sm 1111 dundee 2 24533"
[1] "5gram bllip-sm 1111 natural-stories 2 3094"
[1] "5gram bllip-xs 1111 bnc-brown 2 1692"
[1] "5gram bllip-xs 1111 dundee 2 24599"
[1] "5gram bllip-xs 1111 natural-stories 2 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 2 1701"
[1] "gpt2 bllip-lg 1587139950 dundee 2 24492"
[1] "gpt2 bllip-lg 1587139950 natural-stories 2 3073"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 2 1684"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 2 24573"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 2 3094"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 2 1708"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 2 24522"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 2 3100"
[1] "gpt2 bllip-md 1586986276 bnc-brown 2 1693"
[1] "gpt2 bllip-md 1586986276 dundee 2 24514"
[1] "gpt2 bllip-md 1586986276 natural-stories 2 3112"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 2 24674"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 2 3092"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 2 1698"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 2 24481"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 2 3087"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 2 1719"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 2 24576"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 2 1669"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 2 24536"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 2 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 2 1679"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 2 24480"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 2 3105"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 2 1699"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 2 24458"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 2 3095"
[1] "rnng bllip-lg 7245 bnc-brown 2 1677"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 2 24521"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 2 3080"
[1] "rnng bllip-md 3602 bnc-brown 2 1676"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 2 24644"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 2 3097"
[1] "rnng bllip-md 44862 bnc-brown 2 1709"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 2 24495"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 2 3122"
[1] "rnng bllip-sm 7877 bnc-brown 2 1710"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 2 24550"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 2 3084"
[1] "rnng bllip-sm 64924 bnc-brown 2 1701"

|======================================================                                            | 56% ~2 s remaining     [1] "rnng bllip-sm 64924 dundee 2 24605"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 2 3118"
[1] "rnng bllip-xs 4301 bnc-brown 2 1696"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 2 24544"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 2 3100"
[1] "rnng bllip-xs 28066 bnc-brown 2 1687"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 2 24542"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 2 3101"
[1] "rnng bllip-xs 28068 bnc-brown 2 1693"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 2 24518"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 2 3100"
[1] "rnng bllip-xs 51272 bnc-brown 2 1699"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 2 24596"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 2 3082"
[1] "vanilla bllip-lg 111 bnc-brown 2 1690"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 2 24587"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 2 3121"
[1] "vanilla bllip-md 120 bnc-brown 2 1670"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 2 24593"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 2 3075"
[1] "vanilla bllip-md 607 bnc-brown 2 1691"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 2 1686"
[1] "vanilla bllip-md 922 dundee 2 24550"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 2 3093"
[1] "vanilla bllip-sm 111 bnc-brown 2 1686"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 2 24476"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 2 3104"
[1] "vanilla bllip-sm 120 bnc-brown 2 1703"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 2 24594"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 2 3110"
[1] "vanilla bllip-sm 922 bnc-brown 2 1688"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 2 24486"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 2 3118"
[1] "vanilla bllip-xs 111 bnc-brown 2 1692"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 2 24555"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 2 3127"
[1] "vanilla bllip-xs 120 bnc-brown 2 1689"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 2 24591"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 2 3072"
[1] "vanilla bllip-xs 922 bnc-brown 2 1708"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 2 24569"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 2 3105"
[1] "5gram bllip-lg 1111 bnc-brown 3 1703"
[1] "5gram bllip-lg 1111 dundee 3 24540"
[1] "5gram bllip-lg 1111 natural-stories 3 3082"
[1] "5gram bllip-md 1111 bnc-brown 3 1682"
[1] "5gram bllip-md 1111 dundee 3 24557"
[1] "5gram bllip-md 1111 natural-stories 3 3077"
[1] "5gram bllip-sm 1111 bnc-brown 3 1701"
[1] "5gram bllip-sm 1111 dundee 3 24553"
[1] "5gram bllip-sm 1111 natural-stories 3 3104"
[1] "5gram bllip-xs 1111 bnc-brown 3 1685"
[1] "5gram bllip-xs 1111 dundee 3 24532"
[1] "5gram bllip-xs 1111 natural-stories 3 3105"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 3 1694"
[1] "gpt2 bllip-lg 1587139950 dundee 3 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 3 3102"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 3 1677"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 3 24544"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 3 3090"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 3 1694"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 3 24596"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 3 3123"
[1] "gpt2 bllip-md 1586986276 bnc-brown 3 1681"
[1] "gpt2 bllip-md 1586986276 dundee 3 24635"
[1] "gpt2 bllip-md 1586986276 natural-stories 3 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 3 24553"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 3 3126"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 3 1692"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 3 24511"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 3 3122"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 3 1672"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 3 24541"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 3 1721"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 3 24484"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 3 3090"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 3 1683"

|====================================                                                              | 37% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 3 24555"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 3 3072"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 3 1674"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 3 24604"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 3 3081"
[1] "rnng bllip-lg 7245 bnc-brown 3 1700"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 3 24618"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 3 3127"
[1] "rnng bllip-md 3602 bnc-brown 3 1694"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 3 24499"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 3 3092"
[1] "rnng bllip-md 44862 bnc-brown 3 1679"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 3 24529"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 3 3083"
[1] "rnng bllip-sm 7877 bnc-brown 3 1696"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 3 24549"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 3 3084"
[1] "rnng bllip-sm 64924 bnc-brown 3 1671"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 3 24599"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 3 3095"
[1] "rnng bllip-xs 4301 bnc-brown 3 1680"

|=========================================================                                         | 59% ~3 s remaining     [1] "rnng bllip-xs 4301 dundee 3 24492"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 3 3119"
[1] "rnng bllip-xs 28066 bnc-brown 3 1706"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 3 24535"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 3 3114"
[1] "rnng bllip-xs 28068 bnc-brown 3 1701"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 3 24555"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 3 3104"
[1] "rnng bllip-xs 51272 bnc-brown 3 1693"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 3 24617"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 3 3098"
[1] "vanilla bllip-lg 111 bnc-brown 3 1694"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 3 24448"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 3 3089"
[1] "vanilla bllip-md 120 bnc-brown 3 1675"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 3 24452"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 3 3107"
[1] "vanilla bllip-md 607 bnc-brown 3 1699"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 3 1708"

|=============================================================================                     | 79% ~1 s remaining     [1] "vanilla bllip-md 922 dundee 3 24549"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 3 3128"

|===============================================================================                   | 81% ~1 s remaining     [1] "vanilla bllip-sm 111 bnc-brown 3 1674"
[1] "vanilla bllip-sm 111 dundee 3 24503"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 3 3108"
[1] "vanilla bllip-sm 120 bnc-brown 3 1684"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 3 24540"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 3 3100"
[1] "vanilla bllip-sm 922 bnc-brown 3 1678"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 3 24583"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 3 3097"
[1] "vanilla bllip-xs 111 bnc-brown 3 1694"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 3 24524"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 3 3112"
[1] "vanilla bllip-xs 120 bnc-brown 3 1676"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 3 24493"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 3 3122"
[1] "vanilla bllip-xs 922 bnc-brown 3 1706"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 3 24581"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 3 3111"
[1] "5gram bllip-lg 1111 bnc-brown 3 1703"
[1] "5gram bllip-lg 1111 dundee 3 24540"
[1] "5gram bllip-lg 1111 natural-stories 3 3082"
[1] "5gram bllip-md 1111 bnc-brown 3 1682"
[1] "5gram bllip-md 1111 dundee 3 24557"
[1] "5gram bllip-md 1111 natural-stories 3 3077"
[1] "5gram bllip-sm 1111 bnc-brown 3 1701"
[1] "5gram bllip-sm 1111 dundee 3 24553"
[1] "5gram bllip-sm 1111 natural-stories 3 3104"
[1] "5gram bllip-xs 1111 bnc-brown 3 1685"
[1] "5gram bllip-xs 1111 dundee 3 24532"
[1] "5gram bllip-xs 1111 natural-stories 3 3105"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 3 1694"
[1] "gpt2 bllip-lg 1587139950 dundee 3 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 3 3102"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 3 1677"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 3 24544"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 3 3090"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 3 1694"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 3 24596"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 3 3123"
[1] "gpt2 bllip-md 1586986276 bnc-brown 3 1681"
[1] "gpt2 bllip-md 1586986276 dundee 3 24635"
[1] "gpt2 bllip-md 1586986276 natural-stories 3 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 3 24553"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 3 3126"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 3 1692"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 3 24511"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 3 3122"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 3 1672"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 3 24541"

|===============================                                                                   | 33% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 3 1721"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 3 24484"

|==================================                                                                | 35% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 3 3090"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 3 1683"

|====================================                                                              | 37% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 3 24555"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 3 3072"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 3 1674"

|=======================================                                                           | 40% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 3 24604"

|========================================                                                          | 41% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 3 3081"
[1] "rnng bllip-lg 7245 bnc-brown 3 1700"

|==========================================                                                        | 43% ~4 s remaining     [1] "rnng bllip-lg 7245 dundee 3 24618"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 3 3127"
[1] "rnng bllip-md 3602 bnc-brown 3 1694"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 3 24499"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 3 3092"
[1] "rnng bllip-md 44862 bnc-brown 3 1679"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 3 24529"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 3 3083"
[1] "rnng bllip-sm 7877 bnc-brown 3 1696"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 3 24549"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 3 3084"
[1] "rnng bllip-sm 64924 bnc-brown 3 1671"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 3 24599"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 3 3095"
[1] "rnng bllip-xs 4301 bnc-brown 3 1680"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 3 24492"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 3 3119"
[1] "rnng bllip-xs 28066 bnc-brown 3 1706"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 3 24535"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 3 3114"
[1] "rnng bllip-xs 28068 bnc-brown 3 1701"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 3 24555"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 3 3104"
[1] "rnng bllip-xs 51272 bnc-brown 3 1693"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 3 24617"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 3 3098"
[1] "vanilla bllip-lg 111 bnc-brown 3 1694"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 3 24448"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 3 3089"
[1] "vanilla bllip-md 120 bnc-brown 3 1675"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 3 24452"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 3 3107"
[1] "vanilla bllip-md 607 bnc-brown 3 1699"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 3 1708"
[1] "vanilla bllip-md 922 dundee 3 24549"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 3 3128"
[1] "vanilla bllip-sm 111 bnc-brown 3 1674"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 3 24503"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 3 3108"
[1] "vanilla bllip-sm 120 bnc-brown 3 1684"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 3 24540"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 3 3100"
[1] "vanilla bllip-sm 922 bnc-brown 3 1678"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 3 24583"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 3 3097"

|========================================================================================          | 91% ~1 s remaining     [1] "vanilla bllip-xs 111 bnc-brown 3 1694"
[1] "vanilla bllip-xs 111 dundee 3 24524"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 3 3112"
[1] "vanilla bllip-xs 120 bnc-brown 3 1676"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 3 24493"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 3 3122"
[1] "vanilla bllip-xs 922 bnc-brown 3 1706"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 3 24581"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 3 3111"
[1] "5gram bllip-lg 1111 bnc-brown 4 1697"
[1] "5gram bllip-lg 1111 dundee 4 24626"
[1] "5gram bllip-lg 1111 natural-stories 4 3103"
[1] "5gram bllip-md 1111 bnc-brown 4 1684"
[1] "5gram bllip-md 1111 dundee 4 24523"
[1] "5gram bllip-md 1111 natural-stories 4 3107"
[1] "5gram bllip-sm 1111 bnc-brown 4 1696"
[1] "5gram bllip-sm 1111 dundee 4 24612"
[1] "5gram bllip-sm 1111 natural-stories 4 3088"
[1] "5gram bllip-xs 1111 bnc-brown 4 1688"
[1] "5gram bllip-xs 1111 dundee 4 24565"
[1] "5gram bllip-xs 1111 natural-stories 4 3061"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 4 1692"
[1] "gpt2 bllip-lg 1587139950 dundee 4 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 4 3087"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 4 1709"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 4 24458"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 4 3104"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 4 1697"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 4 24568"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 4 3112"
[1] "gpt2 bllip-md 1586986276 bnc-brown 4 1695"
[1] "gpt2 bllip-md 1586986276 dundee 4 24567"
[1] "gpt2 bllip-md 1586986276 natural-stories 4 3123"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 4 24557"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 4 3060"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 4 1695"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 4 24504"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 4 3069"

|=============================                                                                     | 31% ~5 s remaining     [1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 4 1688"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 4 24564"

|===============================                                                                   | 33% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 4 1682"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 4 24539"

|==================================                                                                | 35% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 4 3102"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 4 1679"

|====================================                                                              | 37% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 4 24506"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 4 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 4 1705"

|=======================================                                                           | 40% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 4 24490"

|========================================                                                          | 41% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 4 3071"
[1] "rnng bllip-lg 7245 bnc-brown 4 1692"

|==========================================                                                        | 43% ~4 s remaining     [1] "rnng bllip-lg 7245 dundee 4 24588"

|===========================================                                                       | 44% ~4 s remaining     [1] "rnng bllip-lg 7245 natural-stories 4 3081"
[1] "rnng bllip-md 3602 bnc-brown 4 1678"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 4 24549"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 4 3089"
[1] "rnng bllip-md 44862 bnc-brown 4 1702"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 4 24565"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 4 3040"
[1] "rnng bllip-sm 7877 bnc-brown 4 1702"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 4 24600"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 4 3090"
[1] "rnng bllip-sm 64924 bnc-brown 4 1710"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 4 24508"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 4 3099"
[1] "rnng bllip-xs 4301 bnc-brown 4 1681"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 4 24588"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 4 3092"
[1] "rnng bllip-xs 28066 bnc-brown 4 1677"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 4 24603"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 4 3106"
[1] "rnng bllip-xs 28068 bnc-brown 4 1682"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 4 24580"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 4 3110"
[1] "rnng bllip-xs 51272 bnc-brown 4 1704"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 4 24483"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 4 3093"
[1] "vanilla bllip-lg 111 bnc-brown 4 1700"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 4 24511"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 4 3100"
[1] "vanilla bllip-md 120 bnc-brown 4 1703"

|=========================================================================                         | 75% ~2 s remaining     [1] "vanilla bllip-md 120 dundee 4 24533"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 4 3130"
[1] "vanilla bllip-md 607 bnc-brown 4 1681"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 4 1696"
[1] "vanilla bllip-md 922 dundee 4 24555"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 4 3085"
[1] "vanilla bllip-sm 111 bnc-brown 4 1684"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 4 24576"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 4 3103"
[1] "vanilla bllip-sm 120 bnc-brown 4 1695"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 4 24545"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 4 3105"
[1] "vanilla bllip-sm 922 bnc-brown 4 1692"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 4 24491"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 4 3103"
[1] "vanilla bllip-xs 111 bnc-brown 4 1682"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 4 24523"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 4 3074"
[1] "vanilla bllip-xs 120 bnc-brown 4 1693"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 4 24545"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 4 3126"
[1] "vanilla bllip-xs 922 bnc-brown 4 1680"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 4 24644"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 4 3095"
[1] "5gram bllip-lg 1111 bnc-brown 4 1697"
[1] "5gram bllip-lg 1111 dundee 4 24626"
[1] "5gram bllip-lg 1111 natural-stories 4 3103"
[1] "5gram bllip-md 1111 bnc-brown 4 1684"
[1] "5gram bllip-md 1111 dundee 4 24523"
[1] "5gram bllip-md 1111 natural-stories 4 3107"
[1] "5gram bllip-sm 1111 bnc-brown 4 1696"
[1] "5gram bllip-sm 1111 dundee 4 24612"
[1] "5gram bllip-sm 1111 natural-stories 4 3088"
[1] "5gram bllip-xs 1111 bnc-brown 4 1688"
[1] "5gram bllip-xs 1111 dundee 4 24565"
[1] "5gram bllip-xs 1111 natural-stories 4 3061"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 4 1692"
[1] "gpt2 bllip-lg 1587139950 dundee 4 24570"
[1] "gpt2 bllip-lg 1587139950 natural-stories 4 3087"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 4 1709"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 4 24458"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 4 3104"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 4 1697"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 4 24568"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 4 3112"
[1] "gpt2 bllip-md 1586986276 bnc-brown 4 1695"
[1] "gpt2 bllip-md 1586986276 dundee 4 24567"
[1] "gpt2 bllip-md 1586986276 natural-stories 4 3123"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 4 24557"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 4 3060"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 4 1695"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 4 24504"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 4 3069"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 4 1688"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 4 24564"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 4 1682"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 4 24539"

|==================================                                                                | 35% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 4 3102"

|===================================                                                               | 36% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 4 1679"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 4 24506"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 4 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 4 1705"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 4 24490"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 4 3071"
[1] "rnng bllip-lg 7245 bnc-brown 4 1692"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 4 24588"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 4 3081"
[1] "rnng bllip-md 3602 bnc-brown 4 1678"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 4 24549"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 4 3089"
[1] "rnng bllip-md 44862 bnc-brown 4 1702"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 4 24565"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 4 3040"
[1] "rnng bllip-sm 7877 bnc-brown 4 1702"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 4 24600"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 4 3090"
[1] "rnng bllip-sm 64924 bnc-brown 4 1710"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 4 24508"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 4 3099"
[1] "rnng bllip-xs 4301 bnc-brown 4 1681"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 4 24588"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 4 3092"
[1] "rnng bllip-xs 28066 bnc-brown 4 1677"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 4 24603"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 4 3106"
[1] "rnng bllip-xs 28068 bnc-brown 4 1682"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 4 24580"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 4 3110"

|==================================================================                                | 67% ~2 s remaining     [1] "rnng bllip-xs 51272 bnc-brown 4 1704"
[1] "rnng bllip-xs 51272 dundee 4 24483"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 4 3093"
[1] "vanilla bllip-lg 111 bnc-brown 4 1700"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 4 24511"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 4 3100"
[1] "vanilla bllip-md 120 bnc-brown 4 1703"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 4 24533"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 4 3130"
[1] "vanilla bllip-md 607 bnc-brown 4 1681"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 4 1696"
[1] "vanilla bllip-md 922 dundee 4 24555"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 4 3085"
[1] "vanilla bllip-sm 111 bnc-brown 4 1684"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 4 24576"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 4 3103"
[1] "vanilla bllip-sm 120 bnc-brown 4 1695"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 4 24545"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 4 3105"
[1] "vanilla bllip-sm 922 bnc-brown 4 1692"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 4 24491"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 4 3103"
[1] "vanilla bllip-xs 111 bnc-brown 4 1682"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 4 24523"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 4 3074"
[1] "vanilla bllip-xs 120 bnc-brown 4 1693"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 4 24545"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 4 3126"

|==============================================================================================    | 97% ~0 s remaining     [1] "vanilla bllip-xs 922 bnc-brown 4 1680"
[1] "vanilla bllip-xs 922 dundee 4 24644"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 4 3095"
[1] "5gram bllip-lg 1111 bnc-brown 5 1695"
[1] "5gram bllip-lg 1111 dundee 5 24529"
[1] "5gram bllip-lg 1111 natural-stories 5 3120"
[1] "5gram bllip-md 1111 bnc-brown 5 1672"
[1] "5gram bllip-md 1111 dundee 5 24510"
[1] "5gram bllip-md 1111 natural-stories 5 3106"
[1] "5gram bllip-sm 1111 bnc-brown 5 1704"
[1] "5gram bllip-sm 1111 dundee 5 24547"
[1] "5gram bllip-sm 1111 natural-stories 5 3083"
[1] "5gram bllip-xs 1111 bnc-brown 5 1694"
[1] "5gram bllip-xs 1111 dundee 5 24470"
[1] "5gram bllip-xs 1111 natural-stories 5 3122"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 5 1706"
[1] "gpt2 bllip-lg 1587139950 dundee 5 24535"
[1] "gpt2 bllip-lg 1587139950 natural-stories 5 3095"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 5 1680"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 5 24557"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 5 3079"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 5 1702"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 5 24552"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 5 3073"
[1] "gpt2 bllip-md 1586986276 bnc-brown 5 1695"
[1] "gpt2 bllip-md 1586986276 dundee 5 24522"
[1] "gpt2 bllip-md 1586986276 natural-stories 5 3100"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 5 24573"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 5 3112"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 5 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 5 24601"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 5 3088"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 5 1708"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 5 24519"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 5 1715"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 5 24514"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 5 3077"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 5 1693"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 5 24687"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 5 3102"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 5 1698"

|=======================================                                                           | 40% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 5 24573"

|========================================                                                          | 41% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 5 3122"
[1] "rnng bllip-lg 7245 bnc-brown 5 1701"

|==========================================                                                        | 43% ~4 s remaining     [1] "rnng bllip-lg 7245 dundee 5 24474"

|===========================================                                                       | 44% ~4 s remaining     [1] "rnng bllip-lg 7245 natural-stories 5 3118"
[1] "rnng bllip-md 3602 bnc-brown 5 1679"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 5 24426"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 5 3101"
[1] "rnng bllip-md 44862 bnc-brown 5 1692"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 5 24537"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 5 3116"
[1] "rnng bllip-sm 7877 bnc-brown 5 1683"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 5 24577"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 5 3106"
[1] "rnng bllip-sm 64924 bnc-brown 5 1709"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 5 24504"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 5 3084"
[1] "rnng bllip-xs 4301 bnc-brown 5 1694"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 5 24568"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 5 3074"
[1] "rnng bllip-xs 28066 bnc-brown 5 1705"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 5 24574"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 5 3092"
[1] "rnng bllip-xs 28068 bnc-brown 5 1687"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 5 24592"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 5 3084"
[1] "rnng bllip-xs 51272 bnc-brown 5 1702"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 5 24552"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 5 3060"
[1] "vanilla bllip-lg 111 bnc-brown 5 1687"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 5 24485"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 5 3103"
[1] "vanilla bllip-md 120 bnc-brown 5 1703"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 5 24586"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 5 3107"
[1] "vanilla bllip-md 607 bnc-brown 5 1688"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 5 1698"
[1] "vanilla bllip-md 922 dundee 5 24554"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 5 3077"
[1] "vanilla bllip-sm 111 bnc-brown 5 1704"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 5 24546"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 5 3101"
[1] "vanilla bllip-sm 120 bnc-brown 5 1705"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 5 24507"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 5 3089"

|=====================================================================================             | 87% ~1 s remaining     [1] "vanilla bllip-sm 922 bnc-brown 5 1706"
[1] "vanilla bllip-sm 922 dundee 5 24588"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 5 3096"
[1] "vanilla bllip-xs 111 bnc-brown 5 1687"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 5 24569"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 5 3128"
[1] "vanilla bllip-xs 120 bnc-brown 5 1712"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 5 24501"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 5 3109"
[1] "vanilla bllip-xs 922 bnc-brown 5 1691"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 5 24515"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 5 3098"
[1] "5gram bllip-lg 1111 bnc-brown 5 1695"
[1] "5gram bllip-lg 1111 dundee 5 24529"
[1] "5gram bllip-lg 1111 natural-stories 5 3120"
[1] "5gram bllip-md 1111 bnc-brown 5 1672"
[1] "5gram bllip-md 1111 dundee 5 24510"
[1] "5gram bllip-md 1111 natural-stories 5 3106"
[1] "5gram bllip-sm 1111 bnc-brown 5 1704"
[1] "5gram bllip-sm 1111 dundee 5 24547"
[1] "5gram bllip-sm 1111 natural-stories 5 3083"
[1] "5gram bllip-xs 1111 bnc-brown 5 1694"
[1] "5gram bllip-xs 1111 dundee 5 24470"
[1] "5gram bllip-xs 1111 natural-stories 5 3122"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 5 1706"
[1] "gpt2 bllip-lg 1587139950 dundee 5 24535"
[1] "gpt2 bllip-lg 1587139950 natural-stories 5 3095"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 5 1680"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 5 24557"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 5 3079"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 5 1702"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 5 24552"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 5 3073"
[1] "gpt2 bllip-md 1586986276 bnc-brown 5 1695"
[1] "gpt2 bllip-md 1586986276 dundee 5 24522"
[1] "gpt2 bllip-md 1586986276 natural-stories 5 3100"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 5 24573"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 5 3112"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 5 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 5 24601"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 5 3088"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 5 1708"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 5 24519"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 5 1715"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 5 24514"

|==================================                                                                | 35% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 5 3077"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 5 1693"

|====================================                                                              | 37% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 5 24687"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 5 3102"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 5 1698"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 5 24573"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 5 3122"
[1] "rnng bllip-lg 7245 bnc-brown 5 1701"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 5 24474"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 5 3118"

|============================================                                                      | 45% ~3 s remaining     [1] "rnng bllip-md 3602 bnc-brown 5 1679"
[1] "rnng bllip-md 3602 dundee 5 24426"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 5 3101"
[1] "rnng bllip-md 44862 bnc-brown 5 1692"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 5 24537"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 5 3116"
[1] "rnng bllip-sm 7877 bnc-brown 5 1683"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 5 24577"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 5 3106"
[1] "rnng bllip-sm 64924 bnc-brown 5 1709"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 5 24504"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 5 3084"
[1] "rnng bllip-xs 4301 bnc-brown 5 1694"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 5 24568"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 5 3074"
[1] "rnng bllip-xs 28066 bnc-brown 5 1705"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 5 24574"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 5 3092"

|==============================================================                                    | 64% ~2 s remaining     [1] "rnng bllip-xs 28068 bnc-brown 5 1687"
[1] "rnng bllip-xs 28068 dundee 5 24592"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 5 3084"
[1] "rnng bllip-xs 51272 bnc-brown 5 1702"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 5 24552"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 5 3060"
[1] "vanilla bllip-lg 111 bnc-brown 5 1687"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 5 24485"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 5 3103"
[1] "vanilla bllip-md 120 bnc-brown 5 1703"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 5 24586"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 5 3107"
[1] "vanilla bllip-md 607 bnc-brown 5 1688"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 5 1698"
[1] "vanilla bllip-md 922 dundee 5 24554"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 5 3077"

|===============================================================================                   | 81% ~1 s remaining     [1] "vanilla bllip-sm 111 bnc-brown 5 1704"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 5 24546"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 5 3101"
[1] "vanilla bllip-sm 120 bnc-brown 5 1705"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 5 24507"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 5 3089"

|=====================================================================================             | 87% ~1 s remaining     [1] "vanilla bllip-sm 922 bnc-brown 5 1706"
[1] "vanilla bllip-sm 922 dundee 5 24588"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 5 3096"

|========================================================================================          | 91% ~1 s remaining     [1] "vanilla bllip-xs 111 bnc-brown 5 1687"
[1] "vanilla bllip-xs 111 dundee 5 24569"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 5 3128"
[1] "vanilla bllip-xs 120 bnc-brown 5 1712"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 5 24501"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 5 3109"
[1] "vanilla bllip-xs 922 bnc-brown 5 1691"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 5 24515"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 5 3098"
[1] "5gram bllip-lg 1111 bnc-brown 6 1683"
[1] "5gram bllip-lg 1111 dundee 6 24583"
[1] "5gram bllip-lg 1111 natural-stories 6 3082"
[1] "5gram bllip-md 1111 bnc-brown 6 1724"
[1] "5gram bllip-md 1111 dundee 6 24575"
[1] "5gram bllip-md 1111 natural-stories 6 3087"
[1] "5gram bllip-sm 1111 bnc-brown 6 1712"
[1] "5gram bllip-sm 1111 dundee 6 24567"
[1] "5gram bllip-sm 1111 natural-stories 6 3127"
[1] "5gram bllip-xs 1111 bnc-brown 6 1694"
[1] "5gram bllip-xs 1111 dundee 6 24573"
[1] "5gram bllip-xs 1111 natural-stories 6 3092"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 6 1691"
[1] "gpt2 bllip-lg 1587139950 dundee 6 24572"
[1] "gpt2 bllip-lg 1587139950 natural-stories 6 3110"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 6 1700"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 6 24584"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 6 3069"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 6 1675"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 6 24565"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 6 3092"
[1] "gpt2 bllip-md 1586986276 bnc-brown 6 1697"
[1] "gpt2 bllip-md 1586986276 dundee 6 24572"
[1] "gpt2 bllip-md 1586986276 natural-stories 6 3066"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 6 24608"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 6 3080"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 6 1658"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 6 24613"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 6 3090"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 6 1695"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 6 24467"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 6 1705"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 6 24597"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 6 3097"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 6 1688"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 6 24547"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 6 3085"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 6 1660"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 6 24619"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 6 3111"
[1] "rnng bllip-lg 7245 bnc-brown 6 1693"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 6 24494"

|===========================================                                                       | 44% ~4 s remaining     [1] "rnng bllip-lg 7245 natural-stories 6 3098"
[1] "rnng bllip-md 3602 bnc-brown 6 1702"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 6 24484"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 6 3099"

|===============================================                                                   | 48% ~3 s remaining     [1] "rnng bllip-md 44862 bnc-brown 6 1683"
[1] "rnng bllip-md 44862 dundee 6 24539"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 6 3103"
[1] "rnng bllip-sm 7877 bnc-brown 6 1696"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 6 24483"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 6 3092"
[1] "rnng bllip-sm 64924 bnc-brown 6 1698"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 6 24558"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 6 3100"
[1] "rnng bllip-xs 4301 bnc-brown 6 1693"

|=========================================================                                         | 59% ~3 s remaining     [1] "rnng bllip-xs 4301 dundee 6 24554"

|==========================================================                                        | 60% ~3 s remaining     [1] "rnng bllip-xs 4301 natural-stories 6 3097"
[1] "rnng bllip-xs 28066 bnc-brown 6 1693"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 6 24539"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 6 3110"
[1] "rnng bllip-xs 28068 bnc-brown 6 1679"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 6 24635"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 6 3076"
[1] "rnng bllip-xs 51272 bnc-brown 6 1679"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 6 24539"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 6 3103"
[1] "vanilla bllip-lg 111 bnc-brown 6 1703"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 6 24581"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 6 3080"
[1] "vanilla bllip-md 120 bnc-brown 6 1696"

|=========================================================================                         | 75% ~2 s remaining     [1] "vanilla bllip-md 120 dundee 6 24528"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 6 3082"

|===========================================================================                       | 77% ~1 s remaining     [1] "vanilla bllip-md 607 bnc-brown 6 1686"
[1] "vanilla bllip-md 922 bnc-brown 6 1685"

|=============================================================================                     | 79% ~1 s remaining     [1] "vanilla bllip-md 922 dundee 6 24543"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 6 3095"
[1] "vanilla bllip-sm 111 bnc-brown 6 1711"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 6 24431"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 6 3107"
[1] "vanilla bllip-sm 120 bnc-brown 6 1690"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 6 24477"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 6 3100"
[1] "vanilla bllip-sm 922 bnc-brown 6 1676"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 6 24575"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 6 3082"
[1] "vanilla bllip-xs 111 bnc-brown 6 1697"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 6 24572"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 6 3099"
[1] "vanilla bllip-xs 120 bnc-brown 6 1712"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 6 24608"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 6 3092"

|==============================================================================================    | 97% ~0 s remaining     [1] "vanilla bllip-xs 922 bnc-brown 6 1674"
[1] "vanilla bllip-xs 922 dundee 6 24450"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 6 3105"

|==================================================================================================|100% ~0 s remaining     [1] "5gram bllip-lg 1111 bnc-brown 6 1683"
[1] "5gram bllip-lg 1111 dundee 6 24583"
[1] "5gram bllip-lg 1111 natural-stories 6 3082"
[1] "5gram bllip-md 1111 bnc-brown 6 1724"
[1] "5gram bllip-md 1111 dundee 6 24575"
[1] "5gram bllip-md 1111 natural-stories 6 3087"
[1] "5gram bllip-sm 1111 bnc-brown 6 1712"
[1] "5gram bllip-sm 1111 dundee 6 24567"
[1] "5gram bllip-sm 1111 natural-stories 6 3127"
[1] "5gram bllip-xs 1111 bnc-brown 6 1694"
[1] "5gram bllip-xs 1111 dundee 6 24573"
[1] "5gram bllip-xs 1111 natural-stories 6 3092"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 6 1691"
[1] "gpt2 bllip-lg 1587139950 dundee 6 24572"
[1] "gpt2 bllip-lg 1587139950 natural-stories 6 3110"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 6 1700"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 6 24584"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 6 3069"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 6 1675"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 6 24565"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 6 3092"
[1] "gpt2 bllip-md 1586986276 bnc-brown 6 1697"
[1] "gpt2 bllip-md 1586986276 dundee 6 24572"
[1] "gpt2 bllip-md 1586986276 natural-stories 6 3066"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 6 24608"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 6 3080"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 6 1658"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 6 24613"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 6 3090"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 6 1695"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 6 24467"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 6 1705"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 6 24597"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 6 3097"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 6 1688"

|====================================                                                              | 37% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 6 24547"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 6 3085"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 6 1660"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 6 24619"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 6 3111"
[1] "rnng bllip-lg 7245 bnc-brown 6 1693"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 6 24494"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 6 3098"
[1] "rnng bllip-md 3602 bnc-brown 6 1702"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 6 24484"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 6 3099"
[1] "rnng bllip-md 44862 bnc-brown 6 1683"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 6 24539"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 6 3103"
[1] "rnng bllip-sm 7877 bnc-brown 6 1696"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 6 24483"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 6 3092"
[1] "rnng bllip-sm 64924 bnc-brown 6 1698"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 6 24558"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 6 3100"

|========================================================                                          | 58% ~2 s remaining     [1] "rnng bllip-xs 4301 bnc-brown 6 1693"
[1] "rnng bllip-xs 4301 dundee 6 24554"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 6 3097"
[1] "rnng bllip-xs 28066 bnc-brown 6 1693"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 6 24539"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 6 3110"
[1] "rnng bllip-xs 28068 bnc-brown 6 1679"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 6 24635"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 6 3076"
[1] "rnng bllip-xs 51272 bnc-brown 6 1679"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 6 24539"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 6 3103"
[1] "vanilla bllip-lg 111 bnc-brown 6 1703"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 6 24581"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 6 3080"
[1] "vanilla bllip-md 120 bnc-brown 6 1696"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 6 24528"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 6 3082"
[1] "vanilla bllip-md 607 bnc-brown 6 1686"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 6 1685"
[1] "vanilla bllip-md 922 dundee 6 24543"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 6 3095"
[1] "vanilla bllip-sm 111 bnc-brown 6 1711"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 6 24431"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 6 3107"
[1] "vanilla bllip-sm 120 bnc-brown 6 1690"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 6 24477"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 6 3100"
[1] "vanilla bllip-sm 922 bnc-brown 6 1676"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 6 24575"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 6 3082"
[1] "vanilla bllip-xs 111 bnc-brown 6 1697"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 6 24572"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 6 3099"
[1] "vanilla bllip-xs 120 bnc-brown 6 1712"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 6 24608"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 6 3092"
[1] "vanilla bllip-xs 922 bnc-brown 6 1674"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 6 24450"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 6 3105"
[1] "5gram bllip-lg 1111 bnc-brown 7 1690"
[1] "5gram bllip-lg 1111 dundee 7 24566"
[1] "5gram bllip-lg 1111 natural-stories 7 3101"
[1] "5gram bllip-md 1111 bnc-brown 7 1677"
[1] "5gram bllip-md 1111 dundee 7 24554"
[1] "5gram bllip-md 1111 natural-stories 7 3105"
[1] "5gram bllip-sm 1111 bnc-brown 7 1688"
[1] "5gram bllip-sm 1111 dundee 7 24617"
[1] "5gram bllip-sm 1111 natural-stories 7 3102"
[1] "5gram bllip-xs 1111 bnc-brown 7 1727"
[1] "5gram bllip-xs 1111 dundee 7 24592"
[1] "5gram bllip-xs 1111 natural-stories 7 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 7 1682"
[1] "gpt2 bllip-lg 1587139950 dundee 7 24598"
[1] "gpt2 bllip-lg 1587139950 natural-stories 7 3130"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 7 1703"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 7 24588"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 7 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 7 1695"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 7 24439"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 7 3093"
[1] "gpt2 bllip-md 1586986276 bnc-brown 7 1695"
[1] "gpt2 bllip-md 1586986276 dundee 7 24447"
[1] "gpt2 bllip-md 1586986276 natural-stories 7 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 7 24467"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 7 3084"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 7 1703"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 7 24614"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 7 3078"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 7 1689"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 7 24552"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 7 1710"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 7 24533"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 7 3101"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 7 1698"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 7 24523"
[1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 7 3128"

|======================================                                                            | 39% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 7 1710"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 7 24563"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 7 3111"
[1] "rnng bllip-lg 7245 bnc-brown 7 1698"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 7 24556"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 7 3127"
[1] "rnng bllip-md 3602 bnc-brown 7 1690"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 7 24602"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 7 3088"
[1] "rnng bllip-md 44862 bnc-brown 7 1708"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 7 24570"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 7 3095"
[1] "rnng bllip-sm 7877 bnc-brown 7 1696"

|===================================================                                               | 53% ~2 s remaining     [1] "rnng bllip-sm 7877 dundee 7 24532"

|====================================================                                              | 54% ~2 s remaining     [1] "rnng bllip-sm 7877 natural-stories 7 3080"
[1] "rnng bllip-sm 64924 bnc-brown 7 1673"

|======================================================                                            | 56% ~2 s remaining     [1] "rnng bllip-sm 64924 dundee 7 24581"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 7 3106"
[1] "rnng bllip-xs 4301 bnc-brown 7 1696"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 7 24594"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 7 3064"
[1] "rnng bllip-xs 28066 bnc-brown 7 1681"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 7 24485"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 7 3052"
[1] "rnng bllip-xs 28068 bnc-brown 7 1686"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 7 24458"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 7 3117"
[1] "rnng bllip-xs 51272 bnc-brown 7 1664"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 7 24526"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 7 3118"
[1] "vanilla bllip-lg 111 bnc-brown 7 1690"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 7 24520"

|=======================================================================                           | 73% ~1 s remaining     [1] "vanilla bllip-lg 111 natural-stories 7 3103"
[1] "vanilla bllip-md 120 bnc-brown 7 1663"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 7 24522"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 7 3079"
[1] "vanilla bllip-md 607 bnc-brown 7 1701"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 7 1700"
[1] "vanilla bllip-md 922 dundee 7 24500"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 7 3063"
[1] "vanilla bllip-sm 111 bnc-brown 7 1710"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 7 24646"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 7 3079"
[1] "vanilla bllip-sm 120 bnc-brown 7 1676"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 7 24583"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 7 3104"
[1] "vanilla bllip-sm 922 bnc-brown 7 1702"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 7 24515"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 7 3102"
[1] "vanilla bllip-xs 111 bnc-brown 7 1698"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 7 24531"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 7 3100"
[1] "vanilla bllip-xs 120 bnc-brown 7 1664"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 7 24499"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 7 3112"
[1] "vanilla bllip-xs 922 bnc-brown 7 1672"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 7 24639"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 7 3106"
[1] "5gram bllip-lg 1111 bnc-brown 7 1690"
[1] "5gram bllip-lg 1111 dundee 7 24566"
[1] "5gram bllip-lg 1111 natural-stories 7 3101"
[1] "5gram bllip-md 1111 bnc-brown 7 1677"
[1] "5gram bllip-md 1111 dundee 7 24554"
[1] "5gram bllip-md 1111 natural-stories 7 3105"
[1] "5gram bllip-sm 1111 bnc-brown 7 1688"
[1] "5gram bllip-sm 1111 dundee 7 24617"
[1] "5gram bllip-sm 1111 natural-stories 7 3102"
[1] "5gram bllip-xs 1111 bnc-brown 7 1727"
[1] "5gram bllip-xs 1111 dundee 7 24592"
[1] "5gram bllip-xs 1111 natural-stories 7 3099"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 7 1682"
[1] "gpt2 bllip-lg 1587139950 dundee 7 24598"
[1] "gpt2 bllip-lg 1587139950 natural-stories 7 3130"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 7 1703"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 7 24588"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 7 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 7 1695"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 7 24439"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 7 3093"
[1] "gpt2 bllip-md 1586986276 bnc-brown 7 1695"
[1] "gpt2 bllip-md 1586986276 dundee 7 24447"
[1] "gpt2 bllip-md 1586986276 natural-stories 7 3096"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 7 24467"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 7 3084"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 7 1703"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 7 24614"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 7 3078"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 7 1689"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 7 24552"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 7 1710"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 7 24533"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 7 3101"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 7 1698"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 7 24523"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 7 3128"

|======================================                                                            | 39% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 7 1710"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 7 24563"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 7 3111"
[1] "rnng bllip-lg 7245 bnc-brown 7 1698"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 7 24556"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 7 3127"
[1] "rnng bllip-md 3602 bnc-brown 7 1690"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 7 24602"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 7 3088"
[1] "rnng bllip-md 44862 bnc-brown 7 1708"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 7 24570"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 7 3095"
[1] "rnng bllip-sm 7877 bnc-brown 7 1696"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 7 24532"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 7 3080"
[1] "rnng bllip-sm 64924 bnc-brown 7 1673"

|======================================================                                            | 56% ~2 s remaining     [1] "rnng bllip-sm 64924 dundee 7 24581"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 7 3106"
[1] "rnng bllip-xs 4301 bnc-brown 7 1696"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 7 24594"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 7 3064"

|===========================================================                                       | 61% ~2 s remaining     [1] "rnng bllip-xs 28066 bnc-brown 7 1681"
[1] "rnng bllip-xs 28066 dundee 7 24485"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 7 3052"
[1] "rnng bllip-xs 28068 bnc-brown 7 1686"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 7 24458"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 7 3117"

|==================================================================                                | 67% ~2 s remaining     [1] "rnng bllip-xs 51272 bnc-brown 7 1664"
[1] "rnng bllip-xs 51272 dundee 7 24526"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 7 3118"
[1] "vanilla bllip-lg 111 bnc-brown 7 1690"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 7 24520"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 7 3103"
[1] "vanilla bllip-md 120 bnc-brown 7 1663"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 7 24522"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 7 3079"
[1] "vanilla bllip-md 607 bnc-brown 7 1701"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 7 1700"
[1] "vanilla bllip-md 922 dundee 7 24500"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 7 3063"
[1] "vanilla bllip-sm 111 bnc-brown 7 1710"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 7 24646"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 7 3079"
[1] "vanilla bllip-sm 120 bnc-brown 7 1676"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 7 24583"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 7 3104"
[1] "vanilla bllip-sm 922 bnc-brown 7 1702"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 7 24515"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 7 3102"
[1] "vanilla bllip-xs 111 bnc-brown 7 1698"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 7 24531"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 7 3100"
[1] "vanilla bllip-xs 120 bnc-brown 7 1664"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 7 24499"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 7 3112"
[1] "vanilla bllip-xs 922 bnc-brown 7 1672"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 7 24639"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 7 3106"
[1] "5gram bllip-lg 1111 bnc-brown 8 1706"
[1] "5gram bllip-lg 1111 dundee 8 24557"
[1] "5gram bllip-lg 1111 natural-stories 8 3085"
[1] "5gram bllip-md 1111 bnc-brown 8 1698"
[1] "5gram bllip-md 1111 dundee 8 24609"
[1] "5gram bllip-md 1111 natural-stories 8 3140"
[1] "5gram bllip-sm 1111 bnc-brown 8 1675"
[1] "5gram bllip-sm 1111 dundee 8 24523"
[1] "5gram bllip-sm 1111 natural-stories 8 3122"
[1] "5gram bllip-xs 1111 bnc-brown 8 1695"
[1] "5gram bllip-xs 1111 dundee 8 24484"
[1] "5gram bllip-xs 1111 natural-stories 8 3082"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 8 1668"
[1] "gpt2 bllip-lg 1587139950 dundee 8 24619"
[1] "gpt2 bllip-lg 1587139950 natural-stories 8 3064"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 8 1696"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 8 24564"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 8 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 8 1662"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 8 24519"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 8 3117"
[1] "gpt2 bllip-md 1586986276 bnc-brown 8 1691"
[1] "gpt2 bllip-md 1586986276 dundee 8 24535"
[1] "gpt2 bllip-md 1586986276 natural-stories 8 3093"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 8 24599"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 8 3103"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 8 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 8 24521"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 8 3107"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 8 1685"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 8 24510"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 8 1659"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 8 24531"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 8 3118"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 8 1714"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 8 24549"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 8 3083"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 8 1701"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 8 24542"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 8 3079"
[1] "rnng bllip-lg 7245 bnc-brown 8 1673"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 8 24514"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 8 3087"

|============================================                                                      | 45% ~3 s remaining     [1] "rnng bllip-md 3602 bnc-brown 8 1707"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 8 24537"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 8 3128"
[1] "rnng bllip-md 44862 bnc-brown 8 1684"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 8 24526"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 8 3112"
[1] "rnng bllip-sm 7877 bnc-brown 8 1678"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 8 24594"

|====================================================                                              | 54% ~2 s remaining     [1] "rnng bllip-sm 7877 natural-stories 8 3115"
[1] "rnng bllip-sm 64924 bnc-brown 8 1682"

|======================================================                                            | 56% ~2 s remaining     [1] "rnng bllip-sm 64924 dundee 8 24480"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 8 3058"
[1] "rnng bllip-xs 4301 bnc-brown 8 1693"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 8 24599"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 8 3118"
[1] "rnng bllip-xs 28066 bnc-brown 8 1703"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 8 24573"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 8 3117"
[1] "rnng bllip-xs 28068 bnc-brown 8 1683"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 8 24611"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 8 3074"
[1] "rnng bllip-xs 51272 bnc-brown 8 1706"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 8 24534"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 8 3112"
[1] "vanilla bllip-lg 111 bnc-brown 8 1693"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 8 24559"

|=======================================================================                           | 73% ~1 s remaining     [1] "vanilla bllip-lg 111 natural-stories 8 3103"
[1] "vanilla bllip-md 120 bnc-brown 8 1705"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 8 24553"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 8 3100"
[1] "vanilla bllip-md 607 bnc-brown 8 1677"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 8 1668"

|=============================================================================                     | 79% ~1 s remaining     [1] "vanilla bllip-md 922 dundee 8 24570"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 8 3098"
[1] "vanilla bllip-sm 111 bnc-brown 8 1690"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 8 24538"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 8 3088"
[1] "vanilla bllip-sm 120 bnc-brown 8 1704"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 8 24535"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 8 3101"
[1] "vanilla bllip-sm 922 bnc-brown 8 1696"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 8 24520"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 8 3068"
[1] "vanilla bllip-xs 111 bnc-brown 8 1710"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 8 24521"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 8 3081"
[1] "vanilla bllip-xs 120 bnc-brown 8 1716"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 8 24552"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 8 3094"

|==============================================================================================    | 97% ~0 s remaining     [1] "vanilla bllip-xs 922 bnc-brown 8 1710"
[1] "vanilla bllip-xs 922 dundee 8 24510"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 8 3100"
[1] "5gram bllip-lg 1111 bnc-brown 8 1706"
[1] "5gram bllip-lg 1111 dundee 8 24557"
[1] "5gram bllip-lg 1111 natural-stories 8 3085"
[1] "5gram bllip-md 1111 bnc-brown 8 1698"
[1] "5gram bllip-md 1111 dundee 8 24609"
[1] "5gram bllip-md 1111 natural-stories 8 3140"
[1] "5gram bllip-sm 1111 bnc-brown 8 1675"
[1] "5gram bllip-sm 1111 dundee 8 24523"
[1] "5gram bllip-sm 1111 natural-stories 8 3122"
[1] "5gram bllip-xs 1111 bnc-brown 8 1695"
[1] "5gram bllip-xs 1111 dundee 8 24484"
[1] "5gram bllip-xs 1111 natural-stories 8 3082"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 8 1668"
[1] "gpt2 bllip-lg 1587139950 dundee 8 24619"
[1] "gpt2 bllip-lg 1587139950 natural-stories 8 3064"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 8 1696"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 8 24564"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 8 3098"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 8 1662"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 8 24519"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 8 3117"
[1] "gpt2 bllip-md 1586986276 bnc-brown 8 1691"
[1] "gpt2 bllip-md 1586986276 dundee 8 24535"
[1] "gpt2 bllip-md 1586986276 natural-stories 8 3093"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 8 24599"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 8 3103"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 8 1707"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 8 24521"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 8 3107"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 8 1685"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 8 24510"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 8 1659"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 8 24531"

|==================================                                                                | 35% ~4 s remaining     [1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 8 3118"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 8 1714"

|====================================                                                              | 37% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 8 24549"

|=====================================                                                             | 38% ~4 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 8 3083"

|======================================                                                            | 39% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 8 1701"
[1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 8 24542"

|========================================                                                          | 41% ~4 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 8 3079"
[1] "rnng bllip-lg 7245 bnc-brown 8 1673"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 8 24514"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 8 3087"
[1] "rnng bllip-md 3602 bnc-brown 8 1707"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 8 24537"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 8 3128"
[1] "rnng bllip-md 44862 bnc-brown 8 1684"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 8 24526"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 8 3112"
[1] "rnng bllip-sm 7877 bnc-brown 8 1678"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 8 24594"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 8 3115"
[1] "rnng bllip-sm 64924 bnc-brown 8 1682"

|======================================================                                            | 56% ~3 s remaining     [1] "rnng bllip-sm 64924 dundee 8 24480"

|=======================================================                                           | 57% ~3 s remaining     [1] "rnng bllip-sm 64924 natural-stories 8 3058"
[1] "rnng bllip-xs 4301 bnc-brown 8 1693"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 8 24599"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 8 3118"
[1] "rnng bllip-xs 28066 bnc-brown 8 1703"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 8 24573"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 8 3117"
[1] "rnng bllip-xs 28068 bnc-brown 8 1683"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 8 24611"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 8 3074"
[1] "rnng bllip-xs 51272 bnc-brown 8 1706"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 8 24534"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 8 3112"
[1] "vanilla bllip-lg 111 bnc-brown 8 1693"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 8 24559"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 8 3103"
[1] "vanilla bllip-md 120 bnc-brown 8 1705"

|=========================================================================                         | 75% ~2 s remaining     [1] "vanilla bllip-md 120 dundee 8 24553"

|==========================================================================                        | 76% ~2 s remaining     [1] "vanilla bllip-md 120 natural-stories 8 3100"
[1] "vanilla bllip-md 607 bnc-brown 8 1677"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 8 1668"
[1] "vanilla bllip-md 922 dundee 8 24570"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 8 3098"
[1] "vanilla bllip-sm 111 bnc-brown 8 1690"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 8 24538"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 8 3088"
[1] "vanilla bllip-sm 120 bnc-brown 8 1704"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 8 24535"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 8 3101"
[1] "vanilla bllip-sm 922 bnc-brown 8 1696"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 8 24520"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 8 3068"
[1] "vanilla bllip-xs 111 bnc-brown 8 1710"

|=========================================================================================         | 92% ~1 s remaining     [1] "vanilla bllip-xs 111 dundee 8 24521"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 8 3081"
[1] "vanilla bllip-xs 120 bnc-brown 8 1716"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 8 24552"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 8 3094"
[1] "vanilla bllip-xs 922 bnc-brown 8 1710"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 8 24510"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 8 3100"
[1] "5gram bllip-lg 1111 bnc-brown 9 1676"
[1] "5gram bllip-lg 1111 dundee 9 24555"
[1] "5gram bllip-lg 1111 natural-stories 9 3061"
[1] "5gram bllip-md 1111 bnc-brown 9 1696"
[1] "5gram bllip-md 1111 dundee 9 24522"
[1] "5gram bllip-md 1111 natural-stories 9 3098"
[1] "5gram bllip-sm 1111 bnc-brown 9 1680"
[1] "5gram bllip-sm 1111 dundee 9 24468"
[1] "5gram bllip-sm 1111 natural-stories 9 3083"
[1] "5gram bllip-xs 1111 bnc-brown 9 1694"
[1] "5gram bllip-xs 1111 dundee 9 24489"
[1] "5gram bllip-xs 1111 natural-stories 9 3085"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 9 1689"
[1] "gpt2 bllip-lg 1587139950 dundee 9 24471"
[1] "gpt2 bllip-lg 1587139950 natural-stories 9 3121"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 9 1701"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 9 24527"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 9 3112"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 9 1728"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 9 24523"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 9 3096"
[1] "gpt2 bllip-md 1586986276 bnc-brown 9 1695"
[1] "gpt2 bllip-md 1586986276 dundee 9 24595"
[1] "gpt2 bllip-md 1586986276 natural-stories 9 3108"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 9 24560"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 9 3085"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 9 1697"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 9 24579"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 9 3099"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 9 1669"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 9 24575"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 9 1670"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 9 24607"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 9 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 9 1704"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 9 24547"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 9 3134"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 9 1685"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 9 24539"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 9 3116"
[1] "rnng bllip-lg 7245 bnc-brown 9 1702"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 9 24560"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 9 3082"
[1] "rnng bllip-md 3602 bnc-brown 9 1678"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 9 24630"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 9 3105"
[1] "rnng bllip-md 44862 bnc-brown 9 1688"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 9 24632"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 9 3131"
[1] "rnng bllip-sm 7877 bnc-brown 9 1679"

|===================================================                                               | 53% ~2 s remaining     [1] "rnng bllip-sm 7877 dundee 9 24465"

|====================================================                                              | 54% ~2 s remaining     [1] "rnng bllip-sm 7877 natural-stories 9 3112"

|=====================================================                                             | 55% ~2 s remaining     [1] "rnng bllip-sm 64924 bnc-brown 9 1690"
[1] "rnng bllip-sm 64924 dundee 9 24596"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 9 3099"
[1] "rnng bllip-xs 4301 bnc-brown 9 1706"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 9 24449"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 9 3078"
[1] "rnng bllip-xs 28066 bnc-brown 9 1689"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 9 24549"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 9 3078"
[1] "rnng bllip-xs 28068 bnc-brown 9 1691"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 9 24477"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 9 3101"
[1] "rnng bllip-xs 51272 bnc-brown 9 1696"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 9 24467"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 9 3134"
[1] "vanilla bllip-lg 111 bnc-brown 9 1701"

|======================================================================                            | 72% ~1 s remaining     [1] "vanilla bllip-lg 111 dundee 9 24610"

|=======================================================================                           | 73% ~1 s remaining     [1] "vanilla bllip-lg 111 natural-stories 9 3096"
[1] "vanilla bllip-md 120 bnc-brown 9 1699"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 9 24485"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 9 3087"
[1] "vanilla bllip-md 607 bnc-brown 9 1708"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 9 1697"
[1] "vanilla bllip-md 922 dundee 9 24558"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 9 3092"
[1] "vanilla bllip-sm 111 bnc-brown 9 1670"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 9 24542"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 9 3078"
[1] "vanilla bllip-sm 120 bnc-brown 9 1705"

|===================================================================================               | 85% ~1 s remaining     [1] "vanilla bllip-sm 120 dundee 9 24547"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 9 3124"
[1] "vanilla bllip-sm 922 bnc-brown 9 1723"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 9 24622"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 9 3089"
[1] "vanilla bllip-xs 111 bnc-brown 9 1698"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 9 24458"

|==========================================================================================        | 93% ~0 s remaining     [1] "vanilla bllip-xs 111 natural-stories 9 3098"
[1] "vanilla bllip-xs 120 bnc-brown 9 1675"

|============================================================================================      | 95% ~0 s remaining     [1] "vanilla bllip-xs 120 dundee 9 24690"

|=============================================================================================     | 96% ~0 s remaining     [1] "vanilla bllip-xs 120 natural-stories 9 3067"
[1] "vanilla bllip-xs 922 bnc-brown 9 1707"

|===============================================================================================   | 98% ~0 s remaining     [1] "vanilla bllip-xs 922 dundee 9 24551"

|================================================================================================  | 99% ~0 s remaining     [1] "vanilla bllip-xs 922 natural-stories 9 3085"
[1] "5gram bllip-lg 1111 bnc-brown 9 1676"
[1] "5gram bllip-lg 1111 dundee 9 24555"
[1] "5gram bllip-lg 1111 natural-stories 9 3061"
[1] "5gram bllip-md 1111 bnc-brown 9 1696"
[1] "5gram bllip-md 1111 dundee 9 24522"
[1] "5gram bllip-md 1111 natural-stories 9 3098"
[1] "5gram bllip-sm 1111 bnc-brown 9 1680"
[1] "5gram bllip-sm 1111 dundee 9 24468"
[1] "5gram bllip-sm 1111 natural-stories 9 3083"
[1] "5gram bllip-xs 1111 bnc-brown 9 1694"
[1] "5gram bllip-xs 1111 dundee 9 24489"
[1] "5gram bllip-xs 1111 natural-stories 9 3085"
[1] "gpt2 bllip-lg 1587139950 bnc-brown 9 1689"
[1] "gpt2 bllip-lg 1587139950 dundee 9 24471"
[1] "gpt2 bllip-lg 1587139950 natural-stories 9 3121"
[1] "gpt2 bllip-lg-gptbpe 1581955288 bnc-brown 9 1701"
[1] "gpt2 bllip-lg-gptbpe 1581955288 dundee 9 24527"
[1] "gpt2 bllip-lg-gptbpe 1581955288 natural-stories 9 3112"
[1] "gpt2 bllip-lg-gptbpe 1611265210 bnc-brown 9 1728"
[1] "gpt2 bllip-lg-gptbpe 1611265210 dundee 9 24523"
[1] "gpt2 bllip-lg-gptbpe 1611265210 natural-stories 9 3096"
[1] "gpt2 bllip-md 1586986276 bnc-brown 9 1695"
[1] "gpt2 bllip-md 1586986276 dundee 9 24595"
[1] "gpt2 bllip-md 1586986276 natural-stories 9 3108"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 9 24560"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 9 3085"
[1] "gpt2 bllip-md-gptbpe 1581861474 bnc-brown 9 1697"
[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 9 24579"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 9 3099"
[1] "gpt2 bllip-md-gptbpe 1582126320 bnc-brown 9 1669"
[1] "gpt2 bllip-md-gptbpe 1582126320 dundee 9 24575"
[1] "gpt2 bllip-md-gptbpe 1611262494 bnc-brown 9 1670"
[1] "gpt2 bllip-md-gptbpe 1611262494 dundee 9 24607"
[1] "gpt2 bllip-md-gptbpe 1611262494 natural-stories 9 3103"
[1] "gpt2 bllip-sm-gptbpe 1581807578 bnc-brown 9 1704"
[1] "gpt2 bllip-sm-gptbpe 1581807578 dundee 9 24547"

|=====================================                                                             | 38% ~3 s remaining     [1] "gpt2 bllip-sm-gptbpe 1581807578 natural-stories 9 3134"
[1] "gpt2 bllip-xs-gptbpe 1581807512 bnc-brown 9 1685"

|=======================================                                                           | 40% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 dundee 9 24539"

|========================================                                                          | 41% ~3 s remaining     [1] "gpt2 bllip-xs-gptbpe 1581807512 natural-stories 9 3116"
[1] "rnng bllip-lg 7245 bnc-brown 9 1702"

|==========================================                                                        | 43% ~3 s remaining     [1] "rnng bllip-lg 7245 dundee 9 24560"

|===========================================                                                       | 44% ~3 s remaining     [1] "rnng bllip-lg 7245 natural-stories 9 3082"
[1] "rnng bllip-md 3602 bnc-brown 9 1678"

|=============================================                                                     | 46% ~3 s remaining     [1] "rnng bllip-md 3602 dundee 9 24630"

|==============================================                                                    | 47% ~3 s remaining     [1] "rnng bllip-md 3602 natural-stories 9 3105"
[1] "rnng bllip-md 44862 bnc-brown 9 1688"

|================================================                                                  | 49% ~3 s remaining     [1] "rnng bllip-md 44862 dundee 9 24632"

|=================================================                                                 | 51% ~3 s remaining     [1] "rnng bllip-md 44862 natural-stories 9 3131"
[1] "rnng bllip-sm 7877 bnc-brown 9 1679"

|===================================================                                               | 53% ~3 s remaining     [1] "rnng bllip-sm 7877 dundee 9 24465"

|====================================================                                              | 54% ~3 s remaining     [1] "rnng bllip-sm 7877 natural-stories 9 3112"
[1] "rnng bllip-sm 64924 bnc-brown 9 1690"

|======================================================                                            | 56% ~2 s remaining     [1] "rnng bllip-sm 64924 dundee 9 24596"

|=======================================================                                           | 57% ~2 s remaining     [1] "rnng bllip-sm 64924 natural-stories 9 3099"
[1] "rnng bllip-xs 4301 bnc-brown 9 1706"

|=========================================================                                         | 59% ~2 s remaining     [1] "rnng bllip-xs 4301 dundee 9 24449"

|==========================================================                                        | 60% ~2 s remaining     [1] "rnng bllip-xs 4301 natural-stories 9 3078"
[1] "rnng bllip-xs 28066 bnc-brown 9 1689"

|============================================================                                      | 62% ~2 s remaining     [1] "rnng bllip-xs 28066 dundee 9 24549"

|=============================================================                                     | 63% ~2 s remaining     [1] "rnng bllip-xs 28066 natural-stories 9 3078"
[1] "rnng bllip-xs 28068 bnc-brown 9 1691"

|===============================================================                                   | 65% ~2 s remaining     [1] "rnng bllip-xs 28068 dundee 9 24477"

|================================================================                                  | 66% ~2 s remaining     [1] "rnng bllip-xs 28068 natural-stories 9 3101"
[1] "rnng bllip-xs 51272 bnc-brown 9 1696"

|===================================================================                               | 68% ~2 s remaining     [1] "rnng bllip-xs 51272 dundee 9 24467"

|====================================================================                              | 69% ~2 s remaining     [1] "rnng bllip-xs 51272 natural-stories 9 3134"
[1] "vanilla bllip-lg 111 bnc-brown 9 1701"

|======================================================================                            | 72% ~2 s remaining     [1] "vanilla bllip-lg 111 dundee 9 24610"

|=======================================================================                           | 73% ~2 s remaining     [1] "vanilla bllip-lg 111 natural-stories 9 3096"
[1] "vanilla bllip-md 120 bnc-brown 9 1699"

|=========================================================================                         | 75% ~1 s remaining     [1] "vanilla bllip-md 120 dundee 9 24485"

|==========================================================================                        | 76% ~1 s remaining     [1] "vanilla bllip-md 120 natural-stories 9 3087"
[1] "vanilla bllip-md 607 bnc-brown 9 1708"

|============================================================================                      | 78% ~1 s remaining     [1] "vanilla bllip-md 922 bnc-brown 9 1697"
[1] "vanilla bllip-md 922 dundee 9 24558"

|==============================================================================                    | 80% ~1 s remaining     [1] "vanilla bllip-md 922 natural-stories 9 3092"
[1] "vanilla bllip-sm 111 bnc-brown 9 1670"

|================================================================================                  | 82% ~1 s remaining     [1] "vanilla bllip-sm 111 dundee 9 24542"

|=================================================================================                 | 83% ~1 s remaining     [1] "vanilla bllip-sm 111 natural-stories 9 3078"

|==================================================================================                | 84% ~1 s remaining     [1] "vanilla bllip-sm 120 bnc-brown 9 1705"
[1] "vanilla bllip-sm 120 dundee 9 24547"

|====================================================================================              | 86% ~1 s remaining     [1] "vanilla bllip-sm 120 natural-stories 9 3124"
[1] "vanilla bllip-sm 922 bnc-brown 9 1723"

|======================================================================================            | 88% ~1 s remaining     [1] "vanilla bllip-sm 922 dundee 9 24622"

|=======================================================================================           | 89% ~1 s remaining     [1] "vanilla bllip-sm 922 natural-stories 9 3089"
[1] "vanilla bllip-xs 111 bnc-brown 9 1698"

|=========================================================================================         | 92% ~0 s remaining     [1] "vanilla bllip-xs 111 dundee 9 24458"

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[1] "gpt2 bllip-md 1586986276 dundee 10 24504"
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[1] "gpt2 bllip-md 1586986276 dundee 10 24504"
[1] "gpt2 bllip-md 1586986276 natural-stories 10 3089"
[1] "gpt2 bllip-md-gptbpe 1111 dundee 10 24396"
[1] "gpt2 bllip-md-gptbpe 1111 natural-stories 10 3127"
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[1] "gpt2 bllip-md-gptbpe 1581861474 dundee 10 24495"
[1] "gpt2 bllip-md-gptbpe 1581861474 natural-stories 10 3116"
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#write.csv(full_residuals, "../data/analysis_checkpoints/full_residuals.csv")
#write.csv(baseline_residuals, "../data/analysis_checkpoints/baseline_residuals.csv")
model_deltas = log_lik_deltas %>%
  group_by(model, training, seed, corpus) %>% 
  summarise(mean_delta_log_lik = mean(delta_log_lik),
            sem_delta_log_lik = sd(delta_log_lik) / sqrt(length(delta_log_lik)))
`summarise()` has grouped output by 'model', 'training', 'seed'. You can override using the `.groups` argument.
write.csv(full_model_results, "../data/analysis_checkpoints/full_model_result.csv")
write.csv(baseline_results, "../data/analysis_checkpoints/baseline_results.csv")
#full_model_results = read.csv("../data/analysis_checkpoints/ffull_model_results.csv")
#baseline_results = read.csv("../data/analysis_checkpoints/fbaseline_resultsb.csv")
metric <- "ΔLogLik"
#metric <- "-ΔMSE"

# # Select the relevant metric.
model_deltas = model_deltas %>%
    # Retrieve the current test metric
    mutate(delta_test_mean = mean_delta_log_lik,
           delta_test_sem = sem_delta_log_lik) %>%
    # mutate(delta_test_mean = mean_delta_mse,
    #        delta_test_sem = sem_delta_mse)
    
    # Remove the raw metrics.
    select(-mean_delta_log_lik, -sem_delta_log_lik,
           #-mean_delta_mse, -sem_delta_mse
           )
model_deltas
# Sanity check: training on train+test data should yield improved performance over training on just training data. (When evaluating on test data.)
 full_baselines = all_data %>%
   group_by(model, training, seed, corpus) %>%
   summarise(baseline_train_all_test_lik = logLik_test(lm(psychometric ~ len + freq + sent_pos, data=.), semi_join(test_data, ., by=c("training", "model", "seed", "corpus")), semi_join(test_data, ., by=c("training", "model", "seed", "corpus"))$psychometric)) %>%
   ungroup()
 full_baselines
 
 full_baselines %>%
   right_join(baselines, by=c("seed", "training", "model", "corpus")) %>%
   mutate(delta=baseline_train_all_test_lik-baseline_test_lik) %>%
   select(-baseline_lik) # %>%
   #select(-baseline_test_lik, -baseline_train_all_test_lik, -baseline_lik, -baseline_test_mse)

Load language model data (SyntaxGym, PPL)

language_model_data = read.csv("../data/model_metadata.csv") %>%
  mutate(model = as.character(model),
         model = if_else(model == "gpt-2", "gpt2", model),
         model = as.factor(model)) %>%
  mutate(train_size = case_when(str_starts(training, "bllip-lg") ~ 42,
                                str_starts(training, "bllip-md") ~ 15,
                                str_starts(training, "bllip-sm") ~ 5,
                                str_starts(training, "bllip-xs") ~ 1),
         
         # Training vocabulary usually covaries with the training corpus.
         # But BPE models share a vocabulary across training corpora.
         training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
         training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))
         ) %>%
  mutate(seed = as.factor(seed)) %>%
  select(-pid, -test_loss) %>%
  distinct(model, training, seed, .keep_all = TRUE)
table(language_model_data$seed)

         0        111        120        922       1111       3602       4301       7245       7877      28066      28068 
         4          7          6          5          4          1          1          1          1          1          1 
     44862      51272      64924 1581807512 1581807578 1581861474 1581955288 1582126320 1586986276 1587139950 1611262494 
         1          1          1          1          1          2          2          2          1          1          1 
1611265210 
         1 
table(model_deltas$seed)

       111        120        607        922       1111       3602       4301       7245       7877      28066      28068 
         9          9          1          9         14          3          3          3          3          3          3 
     44862      51272      64924 1581807512 1581807578 1581861474 1581955288 1582126320 1586986276 1587139950 1611262494 
         3          3          3          3          3          3          3          2          3          3          3 
1611265210 
         3 

First join delta-metric data with model auxiliary data.

model_deltas = model_deltas %>%
  merge(language_model_data, by = c("seed", "training", "model"), all=T) %>%
  drop_na()

model_deltas

Also join on the original linear model data, rather than collapsing to delta-metrics. This will support regressions later on that don’t collapse across folds.

Final data preprocessing

# Exclude ordered-neurons from all analyses.
model_deltas <- model_deltas %>%
  filter(model != "ordered-neurons")

# Exclude bad GPT models.
model_deltas <- model_deltas %>%
  filter(model != "gpt2" | !(seed %in% c(1581955288, 1581861474, 1582126320)))

Visualizations

The basics

all_data %>% ggplot(aes(x=corpus)) + geom_bar()

print(all_data %>% group_by(corpus) %>% summarise(n=n()))
all_data %>% 
  ggplot(aes(x=freq, color=corpus)) + geom_density()

all_data %>% 
  ggplot(aes(x=len, color=corpus)) + geom_density()

all_data %>% 
  ggplot(aes(x=surprisal, color=corpus)) + geom_density()

Predictive power and SG

model_deltas %>%
  ggplot(aes(x=sg_score, y=delta_test_mean)) +
    geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem)) +
    geom_smooth(method="lm", se=T) +
    geom_point(stat="identity", position="dodge", alpha=1, size=3, aes(color=training_vocab, shape=model)) +
    ylab(metric) +
    xlab("Syntax Generalization Score") +
    ggtitle("Syntactic Generalization vs. Predictive Power") +
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                              "bllip-md"="#39568CFF",
                              "bllip-sm"="#1F968BFF",
                              "bllip-xs"="#73D055FF",
                              "gptbpe"="#888888")) +
    facet_grid(~corpus, scales="free") +
    theme(axis.text=element_text(size=14),
          strip.text.x = element_text(size=14),
          legend.text=element_text(size=14),
          axis.title=element_text(size=18),
          legend.position = "bottom")

#ggsave("./cogsci_images/sg_loglik.png",height=5,width=6)

Regression analyses

We control for effects of perplexity by relating the residuals of a performance ~ PPL regression to SG score.

# Prepare a residualized regression for x1 onto y, controlling for the effects of x2.
d_resid = model_deltas %>%
  drop_na() %>%
  
  group_by(corpus) %>%
    # Residualize delta metric w.r.t PPL for each model--training--seed within
    # training vocabulary
    mutate(resid.delta = resid(lm(delta_test_mean ~ training_vocab:test_ppl))) %>%
    # Residualize SG score w.r.t. PPL for each model--training--seed
    # within training vocabulary
    mutate(resid.sg = resid(lm(sg_score ~ training_vocab:test_ppl))) %>%
  ungroup()


# Now plot residual vs SG
d_resid %>%
  ggplot(aes(x=resid.sg, y=resid.delta)) +
    theme_bw() +
    scale_shape_manual(values = c(21, 24, 22, 23)) +
    geom_smooth(method="lm", se=T, alpha=0.3) +
    geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
    ylab(paste("Residual", metric)) +
    xlab("Residual Syntax Generalization Score") +
    ggtitle("Syntactic Generalization vs. Predictive Power") +
    labs(color="training") + 
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f")) +
  scale_fill_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f"), guide=F) +
    facet_grid(.~corpus, scales="free") +
    theme(axis.text=element_text(size=14),
          strip.text.x = element_text(size=14),
          legend.text=element_text(size=14),
          axis.title=element_text(size=18),
          legend.position = "right")
ggsave("../images/cogsci2020/dll_sg.pdf",height=4.5,width=9, device = cairo_pdf)

do_stepwise_regression = function(cur_corpus) {
  regression_data = model_deltas %>%
    filter(corpus == cur_corpus)
  
  print("----------------------")
  print(cur_corpus)
  
  lm1 = lm(delta_test_mean ~ training_vocab:test_ppl, data = regression_data)
  lm2 = lm(delta_test_mean ~ training_vocab:test_ppl + sg_score, data = regression_data)
  print(anova(lm1, lm2))
  summary(lm2)
}
do_stepwise_regression("bnc-brown")
[1] "----------------------"
[1] "bnc-brown"
Analysis of Variance Table

Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
  Res.Df        RSS Df  Sum of Sq      F  Pr(>F)  
1     22 1.0876e-04                               
2     21 8.9322e-05  1 1.9435e-05 4.5692 0.04447 *
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score, 
    data = regression_data)

Residuals:
       Min         1Q     Median         3Q        Max 
-0.0029317 -0.0011424 -0.0000891  0.0008578  0.0045715 

Coefficients:
                                  Estimate Std. Error t value Pr(>|t|)    
(Intercept)                      1.617e-02  1.936e-03   8.355 4.08e-08 ***
sg_score                        -7.830e-03  3.663e-03  -2.138  0.04447 *  
training_vocabbllip-lg:test_ppl  3.828e-05  1.944e-05   1.969  0.06232 .  
training_vocabbllip-md:test_ppl -2.084e-05  1.631e-05  -1.278  0.21513    
training_vocabbllip-sm:test_ppl -4.736e-05  1.387e-05  -3.415  0.00260 ** 
training_vocabbllip-xs:test_ppl -5.460e-05  9.157e-06  -5.963 6.43e-06 ***
training_vocabgptbpe:test_ppl   -1.472e-05  4.832e-06  -3.046  0.00614 ** 
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.002062 on 21 degrees of freedom
Multiple R-squared:  0.7944,    Adjusted R-squared:  0.7356 
F-statistic: 13.52 on 6 and 21 DF,  p-value: 2.906e-06
do_stepwise_regression("dundee")
[1] "----------------------"
[1] "dundee"
Analysis of Variance Table

Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
  Res.Df        RSS Df  Sum of Sq      F    Pr(>F)    
1     22 4.9377e-05                                   
2     21 1.9840e-05  1 2.9537e-05 31.263 1.505e-05 ***
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score, 
    data = regression_data)

Residuals:
       Min         1Q     Median         3Q        Max 
-1.454e-03 -5.196e-04 -7.965e-05  3.688e-04  1.774e-03 

Coefficients:
                                  Estimate Std. Error t value Pr(>|t|)    
(Intercept)                      1.029e-02  9.124e-04  11.276 2.27e-10 ***
sg_score                        -9.652e-03  1.726e-03  -5.591 1.51e-05 ***
training_vocabbllip-lg:test_ppl  2.365e-06  9.163e-06   0.258 0.798810    
training_vocabbllip-md:test_ppl -1.215e-06  7.685e-06  -0.158 0.875920    
training_vocabbllip-sm:test_ppl -1.600e-05  6.536e-06  -2.448 0.023220 *  
training_vocabbllip-xs:test_ppl -1.757e-05  4.316e-06  -4.071 0.000548 ***
training_vocabgptbpe:test_ppl   -3.087e-06  2.277e-06  -1.356 0.189571    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.000972 on 21 degrees of freedom
Multiple R-squared:  0.719, Adjusted R-squared:  0.6387 
F-statistic: 8.955 on 6 and 21 DF,  p-value: 6.472e-05
do_stepwise_regression("natural-stories")
[1] "----------------------"
[1] "natural-stories"
Analysis of Variance Table

Model 1: delta_test_mean ~ training_vocab:test_ppl
Model 2: delta_test_mean ~ training_vocab:test_ppl + sg_score
  Res.Df        RSS Df  Sum of Sq      F  Pr(>F)  
1     22 3.8365e-05                               
2     21 2.8800e-05  1 9.5652e-06 6.9747 0.01528 *
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Call:
lm(formula = delta_test_mean ~ training_vocab:test_ppl + sg_score, 
    data = regression_data)

Residuals:
       Min         1Q     Median         3Q        Max 
-0.0017542 -0.0007293  0.0001275  0.0005964  0.0020843 

Coefficients:
                                  Estimate Std. Error t value Pr(>|t|)    
(Intercept)                      1.142e-02  1.099e-03  10.391 9.85e-10 ***
sg_score                        -5.493e-03  2.080e-03  -2.641  0.01528 *  
training_vocabbllip-lg:test_ppl -5.622e-05  1.104e-05  -5.092 4.82e-05 ***
training_vocabbllip-md:test_ppl -4.904e-05  9.259e-06  -5.297 2.99e-05 ***
training_vocabbllip-sm:test_ppl -6.074e-05  7.875e-06  -7.713 1.47e-07 ***
training_vocabbllip-xs:test_ppl -3.762e-05  5.200e-06  -7.235 3.97e-07 ***
training_vocabgptbpe:test_ppl   -8.025e-06  2.744e-06  -2.925  0.00809 ** 
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.001171 on 21 degrees of freedom
Multiple R-squared:  0.7816,    Adjusted R-squared:  0.7192 
F-statistic: 12.53 on 6 and 21 DF,  p-value: 5.315e-06
# The residualized analysis and the stepwise regression analysis
# should yield the same coefficients for the SG score variable.
#
# Below, we compute the slope coefficient for the SG term in the
# residualized analyses.
#
# These coefficients should match those found in the stepwise
# regression for `sg_score` above.
d_resid %>% group_by(corpus) %>%
  group_modify(~tidy(lm(resid.delta ~ training_vocab:test_ppl + resid.sg, data=.))
                 %>% filter(term == "resid.sg")) %>% 
  select(corpus, estimate)

Predictive power and perplexity


model_deltas %>%
  mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl),
         bpe = if_else(training_vocab == "gptbpe", "yes", "no")) %>%
  ggplot(aes(x=test_ppl, y=delta_test_mean, shape = model, ymin=0)) +
    theme_bw() +
    geom_text(aes(x=275, y=0, label = c("//"))) +
    geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem, color=training_vocab), alpha=0.4) +
    #geom_smooth(method="lm", se=F) +
    geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(fill=training_source, color = training_vocab, stroke = 1)) +
    ylab("ΔLogLik per token") +
    xlab("Test Perplexity") +
    #coord_cartesian(ylim = c(1, 16)) +
    ggtitle("Test Perplexity vs. Predictive Power") +
    labs(color="training") + 
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f")) +
  scale_fill_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f"), guide=F) +
    scale_shape_manual(values = c(21, 24, 22, 23)) +
    scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
    scale_y_continuous(limits = c(0, NA), expand = c(0,0)) +
    facet_wrap(~corpus, scales="free") +
    coord_cartesian(clip="off") +
    theme(axis.text=element_text(size=12),
          strip.text.x = element_text(size=12),
          legend.text=element_text(size=12),
          axis.title=element_text(size=12),
          legend.position = "right")
ggsave("../images/cogsci2020/ppl_loglik.pdf",height=5,width=12, device = cairo_pdf)

Regression: Impact of PPL on Predictive Power

lmd = model_deltas %>%
  mutate(training_vocab=ifelse(str_detect(as.character(training), "gptbpe"),
                               "gptbpe", as.character(training)))
summary(lmer(delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 | model), data=lmd))
Linear mixed model fit by REML. t-tests use Satterthwaite's method ['lmerModLmerTest']
Formula: delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 |      model)
   Data: lmd

REML criterion at convergence: -675.9

Scaled residuals: 
    Min      1Q  Median      3Q     Max 
-2.3376 -0.5096 -0.1373  0.5837  2.9157 

Random effects:
 Groups   Name        Variance  Std.Dev.
 model    (Intercept) 2.271e-06 0.001507
 corpus   (Intercept) 6.634e-06 0.002576
 Residual             3.728e-06 0.001931
Number of obs: 84, groups:  model, 4; corpus, 3

Fixed effects:
                                  Estimate Std. Error         df t value Pr(>|t|)   
(Intercept)                      9.383e-03  1.976e-03  5.167e+00   4.748  0.00470 **
training_vocabbllip-lg:test_ppl -2.150e-06  1.745e-05  2.162e+01  -0.123  0.90309   
training_vocabbllip-md:test_ppl -2.065e-05  1.484e-05  2.109e+01  -1.391  0.17858   
training_vocabbllip-sm:test_ppl -3.100e-05  1.286e-05  1.923e+01  -2.410  0.02611 * 
training_vocabbllip-xs:test_ppl -2.801e-05  8.655e-06  1.885e+01  -3.236  0.00438 **
training_vocabgptbpe:test_ppl   -9.676e-06  2.825e-06  7.472e+01  -3.424  0.00100 **
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Correlation of Fixed Effects:
                  (Intr) trnng_vcbbllp-l:_ trnng_vcbbllp-m:_ trnng_vcbbllp-s:_ trnng_vcbbllp-x:_
trnng_vcbbllp-l:_ -0.482                                                                        
trnng_vcbbllp-m:_ -0.494  0.828                                                                 
trnng_vcbbllp-s:_ -0.493  0.829             0.851                                               
trnng_vcbbllp-x:_ -0.500  0.840             0.864             0.871                             
trnng_vcb:_       -0.299  0.477             0.487             0.454             0.461           

Perplexity vs. SG Score

This is a reproduction of Figure 2 from Hu et al.


model_deltas %>%
  mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl)) %>%
  mutate(train_size = log(train_size)) %>%
  mutate(bpe = if_else(training_vocab == "gptbpe", "yes", "no"),
         bpe = as.factor(bpe)) %>%
  ggplot(aes(x=test_ppl, y=sg_score)) +
    theme_bw() +
    geom_hline(yintercept = 0.28, linetype = "dashed", color="gray") +
    geom_text(aes(x=240, y=0.3), label="random", color="gray") +
    geom_point(stat="identity", position="dodge", alpha=0.3, size=4, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
    geom_text(aes(x=275, y=0, label = c("//"))) +
    ylab("SG Score") +
    xlab("Test Perplexity") +
    ggtitle("Test PPL vs. SG Score") +
    labs(color="training") + 
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f")) +
    scale_fill_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f"), guide=F) +
    scale_shape_manual(values = c("5gram"=21, vanilla=22, gpt2=24, rnng=23)) +
    scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
    scale_y_continuous(limits = c(0, 1), expand = c(0,0)) +
    theme(axis.text=element_text(size=12),
          strip.text.x = element_text(size=12),
          legend.text=element_text(size=8),
          legend.title=element_text(size=8),
          axis.title=element_text(size=14),
          legend.position = "none",
          legend.direction = "horizontal",
          legend.key.width = unit(0.3,"cm"),
          legend.spacing.x = unit(0.1, 'cm'))
ggsave("../images/cogsci2020/ppl_sg.pdf",height=4.5,width=3, device = cairo_pdf)

Smith & Levy reproduction

This redone so that it’s unique for each model

all_data %>%
  ggplot(aes(x=surprisal, color=model)) +
  theme_bw() +
  geom_density() +
  facet_wrap(.~corpus, ncol=1, scales="free", strip.position = "right") +
  coord_cartesian(xlim = c(0, 25)) +
  ggtitle("Distribution of Surprisal") +
ggsave("../images/cogsci2020/surp_corr_marginals.png",height=5,width=4)
k = 1.97

# Fit a GAM for a bootstrap sample.
fit_gam_inner = function(bootstrap_sample, key) {
  # This bootstrap sample may have repeated elements. That causes a problem for
  # mgcv, which internally cross-validates some model parameters -- it may
  # allocate repeated elements to different folds and thus double-dip. We'll
  # prevent this by instead providing the whole (pre-bootstrap) dataset to mgcv,
  # and using `weights` to constrain which elements are seen, and how many
  # times. (Repeated elements of the sample may get a weight of 2 or 3 or N,
  # which is exactly what we want.)
  
  # rsplit$data contains the original entire dataset.
  df = bootstrap_sample$data
  # as.integer.rsplit returns the indices of the examples which are in-sample.
  # convert this to a count vector, with dimension N (total dataset rows)
  weights = tabulate(as.integer(bootstrap_sample), nrow(df))
  
  if (key$corpus == "dundee") {
    # Reading time regression: use features of current and previous word
    m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
                           te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr'),
            data = df, weights = weights)
    
    terms_to_predict = c("s(surprisal)", "s(prev_surp)")
  } else {
    # SPRT regression: use features of current and 3 previous words
    m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
                           s(prev2_surp, bs = 'cr', k = 20) + s(prev3_surp, bs = 'cr', k = 20) +
                           te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr') +
                           te(prev2_freq, prev2_len, bs = 'cr') + te(prev3_freq, prev3_len, bs = 'cr'),
            data = df, weights = weights)
    
    terms_to_predict = c("s(surprisal)", "s(prev_surp)",
                         "s(prev2_surp)", "s(prev3_surp)")
  }

  # Produce psychometric predictions line using just the relevant context-specific predictors.

  newdata = data.frame(surprisal=seq(0,20,by=0.1),
                       prev_surp=seq(0,20,by=0.1),
                       prev2_surp=seq(0,20,by=0.1),
                       prev3_surp=seq(0,20,by=0.1),
                       freq=0, prev_freq=0, prev2_freq=0, prev3_freq=0,
                       len=0, prev_len=0, prev2_len=0, prev3_len=0)
  
  # Returns a matrix N_samples * N_terms.
  per_term_predictions = predict(m, newdata=newdata, terms=terms_to_predict, type="terms")
  
  # Additive model -- sum across predictor response contributions (matrix columns).
  predictions = rowSums(per_term_predictions)
  
  return(newdata %>% mutate(y=predictions))
}

# Fit a bootstrap-re-estimated GAM for the given model--corpus--training group.
fit_gam = function(df, key, alpha=0.05) {
  # Bootstrap-resample data
  boot_models = df %>% bootstraps(times=50) %>% 
    # Fit a GAM and get predictions for each sample
    mutate(smoothed=map(splits, fit_gam_inner, key=key))
  
  # Extract mean and 5% and 95% percentile y-values for each surprisal value
  result = boot_models %>% 
    unnest(smoothed) %>% 
    select(surprisal, y) %>% 
    group_by(surprisal) %>% 
      summarise(y_lower=quantile(y, alpha / 2), 
                y_upper=quantile(y, 1 - alpha / 2),
                y=mean(y)) %>% 
    ungroup()
  
  return (result)
}

smooths = all_data %>%
  mutate(
    training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
    training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))) %>%
  group_by(training_vocab, training_source, model, corpus) %>%
    group_modify(fit_gam) %>%
  ungroup()
write.csv(smooths, "../data/gam_smooths.csv")

Plot the GAM model fits

ymin = -40
ymax = 100
xmin = 0
xmax = 20

get_d_points = function(df, model, training, corpus){
  x = density(df$surprisal)$x
  y = density(df$surprisal)$y
  return(data.frame(model, training, corpus, x, y))
}

# Get the density points
density_data = all_data %>%
  mutate(model = recode(model, vanilla="lstm")) %>%
  group_by(model, training, corpus) %>%
    do({get_d_points(., unique(.$model), unique(.$training), unique(.$corpus))}) %>%
  ungroup() %>%
  mutate(training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
         training_source=as.factor(str_replace(as.character(training), "-gptbpe", "")),
         bpe=training_vocab == "gptbpe",) %>% 
  filter(x>0, x<20)

smooths = read.csv("../data/gam_smooths.sl2013.all.csv")
cannot open file '../data/gam_smooths.sl2013.all.csv': No such file or directoryError in file(file, "rt") : cannot open the connection
---
title: "CogSci 2020 Analysis"
output: html_notebook
---

# Packages and utilities

```{r}
library(tidyverse)
library(lme4)
library(lmerTest)
library(logging)
library(mvtnorm)
library(mgcv)
# Provides bootstrap resampling tools
library(rsample)
```

```{r}
# Compute the log-likelihood of a new dataset using a fit lme4 model.
logLik_test <- function(lm, test_X, test_y) {
  predictions <- predict(lm, test_X, re.form=NA)
  # Get std.dev. of residual, estimated from train data
  stdev <- sigma(lm)
  # For each prediction--observation, get the density p(obs | N(predicted, model_sigma)) and reduce
  density <- sum(dnorm(test_y, predictions, stdev, log=TRUE))
  return(density)
}
# Get per-prediction log-likelihood
logLik_test_per <- function(lm, test_X, test_y) {
  predictions <- predict(lm, test_X, re.form=NA)
  # Get std.dev. of residual, estimated from train data
  stdev <- sigma(lm)
  # For each prediction--observation, get the density p(obs | N(predicted, model_sigma))
  densities <- dnorm(test_y, predictions, stdev, log=TRUE)
  return(densities)
}
# Compute MSE of a new dataset using a fit lme4 model.
mse_test <- function(lm, test_X, test_y) {
  return(mean((predict(lm, test_X, re.form=NA) - test_y) ^ 2))
}
#Sanity checks
#mylm <- gam(psychometric ~  s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr"), data=train_data)
#c(logLik(mylm), logLik_test(mylm, train_data, train_data$psychometric))
#logLik_test(mylm, test_data, test_data$psychometric)
```

# Data loading and preprocessing

```{r Load and preprocess data}
data = read.csv("../data/harmonized_results.csv")

all_data = data %>%
  mutate(seed = as.factor(seed)) %>%
  group_by(corpus, model, training, seed) %>%
    mutate(prev_surp = lag(surprisal),
         prev_code = lag(code),
         prev_len = lag(len),
         prev_freq = lag(freq),
         prev_surp = lag(surprisal),
         
         prev2_freq = lag(prev_freq),
         prev2_code = lag(prev_code),
         prev2_len = lag(prev_len),
         prev2_surp = lag(prev_surp),
         
         prev3_freq = lag(prev2_freq),
         prev3_code = lag(prev2_code),
         prev3_len = lag(prev2_len),
         prev3_surp = lag(prev2_surp),
         
         prev4_freq = lag(prev3_freq),
         prev4_code = lag(prev3_code),
         prev4_len = lag(prev3_len),
         prev4_surp = lag(prev3_surp)) %>%
  ungroup() %>%
  
  # Filter back two for the dundee corpus. Filter back 1 for all other corpora
  # NB this effectively removes all zero-surprisal rows, since early-sentence tokens don't have contiguous token history
  filter((corpus == "dundee" & code == prev2_code + 2) | (corpus != "dundee" & code == prev4_code + 4)) %>%
  
  select(-prev_code, -prev2_code, -prev3_code) %>%
  drop_na()

all_data = all_data %>%
  mutate(
    model = as.character(model),
    model = if_else(model == "gpt-2", "gpt2", model),
    model = as.factor(model))
```

```{r}
missing_rows = all_data %>% complete(nesting(corpus, code), nesting(model, training, seed)) %>% 
  group_by(corpus, code) %>% 
    filter(sum(is.na(surprisal)) > 0) %>% 
  ungroup() %>% 
  anti_join(all_data, by=c("corpus", "code", "model", "training", "seed"))

missing_rows %>% ggplot(aes(x=corpus, fill=factor(paste(model,training)))) +
geom_bar(position=position_dodge(width=0.8))
print(missing_rows %>% group_by(model, training, seed, corpus) %>% summarise(n=n()) %>% arrange(desc(n)))
```


```{r Drop tokens for which any model is missing surprisal data.}

# Compute the ideal number of model--seed--training observations per token.
to_drop = all_data %>%
  group_by(corpus, code) %>% summarise(n = n()) %>% ungroup() %>%
  group_by(corpus) %>% mutate( max_n = max(n)) %>% ungroup() %>%
  filter(max_n != n) %>% 
  select(code, corpus)

# Find tokens which have 28 observations and compare model+training freqs
all_data %>% filter(corpus == "bnc-brown") %>% group_by(code) %>% filter(n() == 28)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17103)
table(paste(tempx$model, tempx$training))

# This one is missing a seed
#to_drop %>% filter(corpus == "bnc-brown") %>% arrange(code)
tempx = all_data %>% filter(corpus == "bnc-brown", code == 17017)
table(paste(tempx$model, tempx$training))

# nvm somehow not a problem anymore ..
# # Zooming in on the problem -- why is there no bllip-lg data here?
# all_data %>% filter(corpus == "dundee", model == "vanilla", training == "bllip-lg", code > 10720, code < 10730)

loginfo(paste("Dropping", nrow(to_drop), "observations corresponding to corpus tokens which are missing observations for some model."))
loginfo(paste("Dropping", to_drop %>% group_by(corpus, code) %>% n_groups(), "tokens which are missing observations for some model."))

all_data = all_data %>% anti_join(to_drop %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
```

```{r Drop tokens for which any model has zero-valued surprisals.}

to_drop_zero_surps = all_data %>% group_by(corpus, code) %>% filter(any(surprisal == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_surps), "observations corresponding to corpus tokens which have surprisal zeros for some model."))
loginfo(paste("Dropping", to_drop_zero_surps %>% group_by(corpus, code) %>% n_groups(), "tokens which have surprisal zeros for some model."))

all_data = all_data %>% anti_join(to_drop_zero_surps %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
```

```{r Drop tokens for which we have zero-valued psychometric data.}

to_drop_zero_psychs = all_data %>% group_by(corpus, code) %>% filter(any(psychometric == 0)) %>% ungroup()
loginfo(paste("Dropping", nrow(to_drop_zero_psychs), "observations corresponding to corpus tokens which have psychometric zeros for some model."))
loginfo(paste("Dropping", to_drop_zero_psychs %>% group_by(corpus, code) %>% n_groups(), "tokens which have psychometric zeros for some model."))

all_data = all_data %>% anti_join(to_drop_zero_psychs %>% group_by(corpus, code), by=c("corpus", "code"))
loginfo(paste("After drop,", nrow(all_data), "observations (", all_data %>% group_by(corpus, code) %>% n_groups(), " tokens) remain."))
```
 
# Train Linear Models which are used to assess Delta Log Lik
 
```{r}
# Compute linear model stats for the given training data subset and full test data.
# Automatically subsets the test data to match the relevant group for which we are training a linear model.
get_lm_data <- function(df, test_data, formula, fold, store_env) {
  #this_lm <- gam(formula, data=df);
  print(paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold, nrow(df)))
  this_lm = lm(formula, data=df)
  this_test_data <- semi_join(test_data, df, by=c("training", "model", "seed", "corpus"));
  
  # Save lm to the global env so that we can access residuals later.
  lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
  assign(lm_name, this_lm, envir=store_env)
  
  summarise(df,
            log_lik = as.numeric(logLik(this_lm, REML = F)),
            test_lik = logLik_test(this_lm, this_test_data, this_test_data$psychometric),
            test_mse = mse_test(this_lm, this_test_data, this_test_data$psychometric))
}
# For a previously fitted lm stored in store_env, get the residuals on test data of the relevant data subset.
get_lm_residuals <- function(df, fold, store_env) {
  # Retrieve the relevant lm.
  lm_name = paste(unique(paste(df$model, df$training, df$seed, df$corpus))[1], fold)
  this_lm <- get(lm_name, envir=store_env)
  
  mutate(df,
         likelihood = logLik_test_per(this_lm, df, df$psychometric),
         resid = df$psychometric - predict(this_lm, df, re.form=NA))
}
# Compute per-example delta-log-likelihood for the given test fold.
get_lm_delta_log_lik <- function(test_data, fold, baseline_env, full_env) {
  lm_name = paste(unique(paste(test_data$model, test_data$training, test_data$seed, test_data$corpus))[1], fold)
  baseline_lm <- get(lm_name, envir=baseline_env)
  full_lm <- get(lm_name, envir=full_env)
  
  delta_log_lik = logLik_test_per(full_lm, test_data, test_data$psychometric) - logLik_test_per(baseline_lm, test_data, test_data$psychometric)
  return(cbind(test_data, delta_log_lik=delta_log_lik))
}
#####
# Define regression formulae.

# Regression code to fit GAM models.
#baseline_rt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#baselie_sprt_regression = psychometric ~ te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")

#full_rt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr")
#full_sprt_regression = psychometric ~ s(surprisal, bs = "cr", k = 20) + s(prev_surp, bs = "cr", k = 20) + s(prev2_surp, bs = "cr", k = 20) + s(prev3_surp, bs = "cr", k = 20) + s(prev4_surp, bs = "cr", k = 20) + te(freq, len, bs = "cr") + te(prev_freq, prev_len, bs = "cr") + te(prev2_freq, prev2_len, bs = "cr") + te(prev3_freq, prev3_len, bs = "cr") + te(prev4_freq, prev4_len, bs = "cr")

# Regression Code to fit linear models
baseline_rt_regression = psychometric ~ freq + prev_freq + prev2_freq + len + prev_len + prev2_len
baseline_sprt_regression = psychometric ~ freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len

full_sprt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + prev3_surp + prev4_surp + freq + prev_freq + prev2_freq + prev3_freq + prev4_freq + len + prev_len + prev2_len + prev3_len + prev4_len
full_rt_regression = psychometric ~ surprisal + prev_surp + prev2_surp + freq + prev_freq + prev2_freq + len + prev_len + prev2_len
  
#####
# Prepare frames/environments for storing results/objects.
baseline_results = data.frame()
full_model_results = data.frame()
baseline_residuals = data.frame()
full_residuals = data.frame()
log_lik_deltas = data.frame()

#Randomly shuffle the data
all_data<-all_data[sample(nrow(all_data)),]
#Create K equally size folds
K = 10
folds <- cut(seq(1,nrow(all_data)),breaks=K,labels=FALSE)
#Perform 10 fold cross validation

# Fit models for some fold of the data.
baseline_corpus = function(corpus, df, test_data, fold, env) {
  if(corpus == "dundee") {
    get_lm_data(df, test_data, baseline_rt_regression, fold, env)
  } else {
    get_lm_data(df, test_data, baseline_sprt_regression, fold, env)
  }
}
full_model_corpus = function(corpus, df, test_data, fold, env) {
  if(corpus[1] == "dundee") {
    get_lm_data(df, test_data, full_rt_regression, fold, env)
  } else {
    get_lm_data(df, test_data, full_sprt_regression, fold, env)
  }
}

# Prepare a new Environment in which we store fitted LMs, which we'll query later for residuals and other metrics.
baseline_env = new.env()
full_env = new.env()

for(i in 1:K) { 
  #Segement your data by fold using the which() function 
  testIndexes <- which(folds==i, arr.ind=TRUE)
  test_data <- all_data[testIndexes, ]
  train_data <- all_data[-testIndexes, ]
  
  # Compute a baseline linear model for each model--training--seed--RT-corpus combination.
  baselines = train_data %>%
    group_by(model, training, seed, corpus) %>%
      print(model) %>%
      do(baseline_corpus(unique(.$corpus), ., test_data, i, baseline_env)) %>%
    ungroup() %>%
    mutate(seed = as.factor(seed),
           fold = i)
  
  baseline_results = rbind(baseline_results, baselines)
  
  # Compute a full linear model for each model--training--seed-RT-corpus combination
  full_models = train_data %>%
    group_by(model, training, seed, corpus) %>%
      do(full_model_corpus(unique(.$corpus), ., test_data, i, full_env)) %>%
    ungroup() %>%
    mutate(seed = as.factor(seed),
           fold = i)
  
  full_model_results = rbind(full_model_results, full_models)
  
  # Compute delta-log-likelihoods
  fold_log_lik_deltas = test_data %>%
    group_by(model, training, seed, corpus) %>%
      do(get_lm_delta_log_lik(., i, baseline_env, full_env)) %>%
    ungroup()

  log_lik_deltas = rbind(log_lik_deltas, fold_log_lik_deltas)
  
  fold_baseline_residuals = test_data %>%
    group_by(model, training, seed, corpus) %>%
      do(get_lm_residuals(., i, baseline_env)) %>%
    ungroup()

  baseline_residuals = rbind(baseline_residuals, fold_baseline_residuals)

  fold_full_residuals = test_data %>%
    group_by(model, training, seed, corpus) %>%
      do(get_lm_residuals(., i, full_env)) %>%
    ungroup()

  full_residuals = rbind(full_residuals, fold_full_residuals)
}
```

```{r}
#write.csv(full_residuals, "../data/analysis_checkpoints/full_residuals.csv")
#write.csv(baseline_residuals, "../data/analysis_checkpoints/baseline_residuals.csv")
```

```{r}
model_deltas = log_lik_deltas %>%
  group_by(model, training, seed, corpus) %>% 
  summarise(mean_delta_log_lik = mean(delta_log_lik),
            sem_delta_log_lik = sd(delta_log_lik) / sqrt(length(delta_log_lik)))
```

```{r}
write.csv(full_model_results, "../data/analysis_checkpoints/full_model_result.csv")
write.csv(baseline_results, "../data/analysis_checkpoints/baseline_results.csv")
#full_model_results = read.csv("../data/analysis_checkpoints/ffull_model_results.csv")
#baseline_results = read.csv("../data/analysis_checkpoints/fbaseline_resultsb.csv")
```

```{r}
metric <- "ΔLogLik"
#metric <- "-ΔMSE"

# # Select the relevant metric.
model_deltas = model_deltas %>%
    # Retrieve the current test metric
    mutate(delta_test_mean = mean_delta_log_lik,
           delta_test_sem = sem_delta_log_lik) %>%
    # mutate(delta_test_mean = mean_delta_mse,
    #        delta_test_sem = sem_delta_mse)
    
    # Remove the raw metrics.
    select(-mean_delta_log_lik, -sem_delta_log_lik,
           #-mean_delta_mse, -sem_delta_mse
           )
model_deltas
```

```{r, eval=False}
# Sanity check: training on train+test data should yield improved performance over training on just training data. (When evaluating on test data.)
 full_baselines = all_data %>%
   group_by(model, training, seed, corpus) %>%
   summarise(baseline_train_all_test_lik = logLik_test(lm(psychometric ~ len + freq + sent_pos, data=.), semi_join(test_data, ., by=c("training", "model", "seed", "corpus")), semi_join(test_data, ., by=c("training", "model", "seed", "corpus"))$psychometric)) %>%
   ungroup()
 full_baselines
 
 full_baselines %>%
   right_join(baselines, by=c("seed", "training", "model", "corpus")) %>%
   mutate(delta=baseline_train_all_test_lik-baseline_test_lik) %>%
   select(-baseline_lik) # %>%
   #select(-baseline_test_lik, -baseline_train_all_test_lik, -baseline_lik, -baseline_test_mse)
```

# Load language model data (SyntaxGym, PPL)

```{r}
language_model_data = read.csv("../data/model_metadata.csv") %>%
  mutate(model = as.character(model),
         model = if_else(model == "gpt-2", "gpt2", model),
         model = as.factor(model)) %>%
  mutate(train_size = case_when(str_starts(training, "bllip-lg") ~ 42,
                                str_starts(training, "bllip-md") ~ 15,
                                str_starts(training, "bllip-sm") ~ 5,
                                str_starts(training, "bllip-xs") ~ 1),
         
         # Training vocabulary usually covaries with the training corpus.
         # But BPE models share a vocabulary across training corpora.
         training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
         training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))
         ) %>%
  mutate(seed = as.factor(seed)) %>%
  select(-pid, -test_loss) %>%
  distinct(model, training, seed, .keep_all = TRUE)
table(language_model_data$seed)
table(model_deltas$seed)
```

First join delta-metric data with model auxiliary data.

```{r}
model_deltas = model_deltas %>%
  merge(language_model_data, by = c("seed", "training", "model"), all=T) %>%
  drop_na()

model_deltas
```

Also join on the original linear model data, rather than collapsing to delta-metrics.
This will support regressions later on that don't collapse across folds.


# Final data preprocessing

```{r Filter models and/or corpora}
# Exclude ordered-neurons from all analyses.
model_deltas <- model_deltas %>%
  filter(model != "ordered-neurons")

# Exclude bad GPT models.
model_deltas <- model_deltas %>%
  filter(model != "gpt2" | !(seed %in% c(1581955288, 1581861474, 1582126320)))
```


# Visualizations

## The basics

```{r, fig.cap="Corpus sizes"}
all_data %>% ggplot(aes(x=corpus)) + geom_bar()
print(all_data %>% group_by(corpus) %>% summarise(n=n()))
```


```{r, fig.cap="Word frequency distribution by corpus"}
all_data %>% 
  ggplot(aes(x=freq, color=corpus)) + geom_density()
```

```{r, fig.cap="Word length distribution by corpus"}
all_data %>% 
  ggplot(aes(x=len, color=corpus)) + geom_density()
```

```{r, fig.cap="Surprisal distribution by corpus"}
all_data %>% 
  ggplot(aes(x=surprisal, color=corpus)) + geom_density()
```

## Predictive power and SG


```{r By model}
model_deltas %>%
  ggplot(aes(x=sg_score, y=delta_test_mean)) +
    geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem)) +
    geom_smooth(method="lm", se=T) +
    geom_point(stat="identity", position="dodge", alpha=1, size=3, aes(color=training_vocab, shape=model)) +
    ylab(metric) +
    xlab("Syntax Generalization Score") +
    ggtitle("Syntactic Generalization vs. Predictive Power") +
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                              "bllip-md"="#39568CFF",
                              "bllip-sm"="#1F968BFF",
                              "bllip-xs"="#73D055FF",
                              "gptbpe"="#888888")) +
    facet_grid(~corpus, scales="free") +
    theme(axis.text=element_text(size=14),
          strip.text.x = element_text(size=14),
          legend.text=element_text(size=14),
          axis.title=element_text(size=18),
          legend.position = "bottom")
#ggsave("./cogsci_images/sg_loglik.png",height=5,width=6)
```

### Regression analyses

We control for effects of perplexity by relating the residuals of a `performance ~ PPL` regression to SG score.

```{r Residualized regression}
# Prepare a residualized regression for x1 onto y, controlling for the effects of x2.
d_resid = model_deltas %>%
  drop_na() %>%
  
  group_by(corpus) %>%
    # Residualize delta metric w.r.t PPL for each model--training--seed within
    # training vocabulary
    mutate(resid.delta = resid(lm(delta_test_mean ~ training_vocab:test_ppl))) %>%
    # Residualize SG score w.r.t. PPL for each model--training--seed
    # within training vocabulary
    mutate(resid.sg = resid(lm(sg_score ~ training_vocab:test_ppl))) %>%
  ungroup()


# Now plot residual vs SG
d_resid %>%
  ggplot(aes(x=resid.sg, y=resid.delta)) +
    theme_bw() +
    scale_shape_manual(values = c(21, 24, 22, 23)) +
    geom_smooth(method="lm", se=T, alpha=0.3) +
    geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
    ylab(paste("Residual", metric)) +
    xlab("Residual Syntax Generalization Score") +
    ggtitle("Syntactic Generalization vs. Predictive Power") +
    labs(color="training") + 
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f")) +
  scale_fill_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f"), guide=F) +
    facet_grid(.~corpus, scales="free") +
    theme(axis.text=element_text(size=14),
          strip.text.x = element_text(size=14),
          legend.text=element_text(size=14),
          axis.title=element_text(size=18),
          legend.position = "right")
ggsave("../images/cogsci2020/dll_sg.pdf",height=4.5,width=9, device = cairo_pdf)
```


```{r Stepwise regression}
do_stepwise_regression = function(cur_corpus) {
  regression_data = model_deltas %>%
    filter(corpus == cur_corpus)
  
  print("----------------------")
  print(cur_corpus)
  
  lm1 = lm(delta_test_mean ~ training_vocab:test_ppl, data = regression_data)
  lm2 = lm(delta_test_mean ~ training_vocab:test_ppl + sg_score, data = regression_data)
  print(anova(lm1, lm2))
  summary(lm2)
}
do_stepwise_regression("bnc-brown")
do_stepwise_regression("dundee")
do_stepwise_regression("natural-stories")
```

```{r Sanity check: equivalence between analyses, eval=False}
# The residualized analysis and the stepwise regression analysis
# should yield the same coefficients for the SG score variable.
#
# Below, we compute the slope coefficient for the SG term in the
# residualized analyses.
#
# These coefficients should match those found in the stepwise
# regression for `sg_score` above.
d_resid %>% group_by(corpus) %>%
  group_modify(~tidy(lm(resid.delta ~ training_vocab:test_ppl + resid.sg, data=.))
                 %>% filter(term == "resid.sg")) %>% 
  select(corpus, estimate)
```

## Predictive power and perplexity

```{r}

model_deltas %>%
  mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl),
         bpe = if_else(training_vocab == "gptbpe", "yes", "no")) %>%
  ggplot(aes(x=test_ppl, y=delta_test_mean, shape = model, ymin=0)) +
    theme_bw() +
    geom_text(aes(x=275, y=0, label = c("//"))) +
    geom_errorbar(aes(ymin=delta_test_mean-delta_test_sem, ymax=delta_test_mean+delta_test_sem, color=training_vocab), alpha=0.4) +
    #geom_smooth(method="lm", se=F) +
    geom_point(stat="identity", position="dodge", alpha=1, size=5, aes(fill=training_source, color = training_vocab, stroke = 1)) +
    ylab("ΔLogLik per token") +
    xlab("Test Perplexity") +
    #coord_cartesian(ylim = c(1, 16)) +
    ggtitle("Test Perplexity vs. Predictive Power") +
    labs(color="training") + 
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f")) +
  scale_fill_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f"), guide=F) +
    scale_shape_manual(values = c(21, 24, 22, 23)) +
    scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
    scale_y_continuous(limits = c(0, NA), expand = c(0,0)) +
    facet_wrap(~corpus, scales="free") +
    coord_cartesian(clip="off") +
    theme(axis.text=element_text(size=12),
          strip.text.x = element_text(size=12),
          legend.text=element_text(size=12),
          axis.title=element_text(size=12),
          legend.position = "right")
ggsave("../images/cogsci2020/ppl_loglik.pdf",height=5,width=12, device = cairo_pdf)

```

### Regression: Impact of PPL on Predictive Power

```{r}
lmd = model_deltas %>%
  mutate(training_vocab=ifelse(str_detect(as.character(training), "gptbpe"),
                               "gptbpe", as.character(training)))
summary(lmer(delta_test_mean ~ training_vocab:test_ppl + (1 | corpus) + (1 | model), data=lmd))
```

## Perplexity vs. SG Score
This is a reproduction of Figure 2 from Hu et al.

```{r PPL vs. SG score}

model_deltas %>%
  mutate(test_ppl = if_else(test_ppl > 500, 329.9, test_ppl)) %>%
  mutate(train_size = log(train_size)) %>%
  mutate(bpe = if_else(training_vocab == "gptbpe", "yes", "no"),
         bpe = as.factor(bpe)) %>%
  ggplot(aes(x=test_ppl, y=sg_score)) +
    theme_bw() +
    geom_hline(yintercept = 0.28, linetype = "dashed", color="gray") +
    geom_text(aes(x=240, y=0.3), label="random", color="gray") +
    geom_point(stat="identity", position="dodge", alpha=0.3, size=4, aes(shape = model, fill=training_source, color = training_vocab, stroke = 1)) +
    geom_text(aes(x=275, y=0, label = c("//"))) +
    ylab("SG Score") +
    xlab("Test Perplexity") +
    ggtitle("Test PPL vs. SG Score") +
    labs(color="training") + 
    scale_color_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f")) +
    scale_fill_manual(values = c("bllip-lg"="#440154FF",
                                  "bllip-md"="#39568CFF",
                                  "bllip-sm"="#1F968BFF",
                                  "bllip-xs"="#73D055FF",
                                  "gptbpe"="#f0941f"), guide=F) +
    scale_shape_manual(values = c("5gram"=21, vanilla=22, gpt2=24, rnng=23)) +
    scale_x_continuous(labels=c(0, 50, 100, 150, 200, 250, 500 ,550), breaks=c(0, 50, 100, 150, 200, 250, 300, 350), minor_breaks = NULL) +
    scale_y_continuous(limits = c(0, 1), expand = c(0,0)) +
    theme(axis.text=element_text(size=12),
          strip.text.x = element_text(size=12),
          legend.text=element_text(size=8),
          legend.title=element_text(size=8),
          axis.title=element_text(size=14),
          legend.position = "none",
          legend.direction = "horizontal",
          legend.key.width = unit(0.3,"cm"),
          legend.spacing.x = unit(0.1, 'cm'))
ggsave("../images/cogsci2020/ppl_sg.pdf",height=4.5,width=3, device = cairo_pdf)
```


## Smith & Levy reproduction

#### This redone so that it's unique for each model
```{r, eval=False}
all_data %>%
  ggplot(aes(x=surprisal, color=model)) +
  theme_bw() +
  geom_density() +
  facet_wrap(.~corpus, ncol=1, scales="free", strip.position = "right") +
  coord_cartesian(xlim = c(0, 25)) +
  ggtitle("Distribution of Surprisal") +
ggsave("../images/cogsci2020/surp_corr_marginals.png",height=5,width=4)

```

```{r Fit GAMs, eval=False}
k = 1.97

# Fit a GAM for a bootstrap sample.
fit_gam_inner = function(bootstrap_sample, key) {
  # This bootstrap sample may have repeated elements. That causes a problem for
  # mgcv, which internally cross-validates some model parameters -- it may
  # allocate repeated elements to different folds and thus double-dip. We'll
  # prevent this by instead providing the whole (pre-bootstrap) dataset to mgcv,
  # and using `weights` to constrain which elements are seen, and how many
  # times. (Repeated elements of the sample may get a weight of 2 or 3 or N,
  # which is exactly what we want.)
  
  # rsplit$data contains the original entire dataset.
  df = bootstrap_sample$data
  # as.integer.rsplit returns the indices of the examples which are in-sample.
  # convert this to a count vector, with dimension N (total dataset rows)
  weights = tabulate(as.integer(bootstrap_sample), nrow(df))
  
  if (key$corpus == "dundee") {
    # Reading time regression: use features of current and previous word
    m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
                           te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr'),
            data = df, weights = weights)
    
    terms_to_predict = c("s(surprisal)", "s(prev_surp)")
  } else {
    # SPRT regression: use features of current and 3 previous words
    m = gam(psychometric ~ s(surprisal, bs = 'cr', k = 20) + s(prev_surp, bs = 'cr', k = 20) +
                           s(prev2_surp, bs = 'cr', k = 20) + s(prev3_surp, bs = 'cr', k = 20) +
                           te(freq, len, bs = 'cr') + te(prev_freq, prev_len, bs = 'cr') +
                           te(prev2_freq, prev2_len, bs = 'cr') + te(prev3_freq, prev3_len, bs = 'cr'),
            data = df, weights = weights)
    
    terms_to_predict = c("s(surprisal)", "s(prev_surp)",
                         "s(prev2_surp)", "s(prev3_surp)")
  }

  # Produce psychometric predictions line using just the relevant context-specific predictors.

  newdata = data.frame(surprisal=seq(0,20,by=0.1),
                       prev_surp=seq(0,20,by=0.1),
                       prev2_surp=seq(0,20,by=0.1),
                       prev3_surp=seq(0,20,by=0.1),
                       freq=0, prev_freq=0, prev2_freq=0, prev3_freq=0,
                       len=0, prev_len=0, prev2_len=0, prev3_len=0)
  
  # Returns a matrix N_samples * N_terms.
  per_term_predictions = predict(m, newdata=newdata, terms=terms_to_predict, type="terms")
  
  # Additive model -- sum across predictor response contributions (matrix columns).
  predictions = rowSums(per_term_predictions)
  
  return(newdata %>% mutate(y=predictions))
}

# Fit a bootstrap-re-estimated GAM for the given model--corpus--training group.
fit_gam = function(df, key, alpha=0.05) {
  # Bootstrap-resample data
  boot_models = df %>% bootstraps(times=50) %>% 
    # Fit a GAM and get predictions for each sample
    mutate(smoothed=map(splits, fit_gam_inner, key=key))
  
  # Extract mean and 5% and 95% percentile y-values for each surprisal value
  result = boot_models %>% 
    unnest(smoothed) %>% 
    select(surprisal, y) %>% 
    group_by(surprisal) %>% 
      summarise(y_lower=quantile(y, alpha / 2), 
                y_upper=quantile(y, 1 - alpha / 2),
                y=mean(y)) %>% 
    ungroup()
  
  return (result)
}

smooths = all_data %>%
  mutate(
    training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
    training_source=as.factor(str_replace(as.character(training), "-gptbpe", ""))) %>%
  group_by(training_vocab, training_source, model, corpus) %>%
    group_modify(fit_gam) %>%
  ungroup()
write.csv(smooths, "../data/gam_smooths.csv")


```

### Plot the GAM model fits

```{r}
ymin = -40
ymax = 100
xmin = 0
xmax = 20

get_d_points = function(df, model, training, corpus){
  x = density(df$surprisal)$x
  y = density(df$surprisal)$y
  return(data.frame(model, training, corpus, x, y))
}

# Get the density points
density_data = all_data %>%
  mutate(model = recode(model, vanilla="lstm")) %>%
  group_by(model, training, corpus) %>%
    do({get_d_points(., unique(.$model), unique(.$training), unique(.$corpus))}) %>%
  ungroup() %>%
  mutate(training_vocab=as.factor(ifelse(str_detect(training, "gptbpe"), "gptbpe", as.character(training))),
         training_source=as.factor(str_replace(as.character(training), "-gptbpe", "")),
         bpe=training_vocab == "gptbpe",) %>% 
  filter(x>0, x<20)

smooths = read.csv("../data/gam_smooths.sl2013.all.csv")
gam_smooths = smooths %>% 
  # Plot niceties
  # vanilla -> lstm
  mutate(model=recode(model, vanilla="lstm")) %>% 
  # Create BPE vs non-BPE variable
  mutate(bpe=training_vocab == "gptbpe") %>% 
  
  # Fix 0 surprisal = 0 ms
  group_by(training_vocab, model, corpus) %>% 
    mutate(delta=0 - y[1],
           # Trim lower bound to make sure it gets plotted within the ylim
           y_lower=pmax(ymin, y_lower + delta),
           y=y + delta,
           # Trim upper bound likewise
           y_upper=pmin(ymax, y_upper + delta)) %>% 
  ungroup()

density_data %>% filter(model == "gpt2", training_source == "bllip-lg")

ggplot() +
  theme_bw() +
    annotate("rect", xmin=0, xmax=20, ymin=-40,ymax=-15, fill="grey", alpha=0.3) +
    geom_line(data = density_data, aes(x=x, y=y*200 - 40, linetype=bpe), color="grey") + #, size = 0.1) +# 0.5) +
    geom_line(data = gam_smooths, aes(x=surprisal, y=y, linetype=bpe, color=training_source), size=0.5) +
    geom_ribbon(data = gam_smooths, aes(x=surprisal, ymin=y_lower, ymax=y_upper, fill=training_source, color=NA, linetype=bpe), alpha=0.3) +
    facet_grid(corpus ~ training_source + model, scales="free") +
    ylim(ymin, ymax) +
    coord_cartesian(xlim=c(0,20)) +
    scale_color_manual(values = c("bllip-lg"="#440154FF", "bllip-md"="#39568CFF", "bllip-sm"="#1F968BFF", "bllip-xs"="#73D055FF", "gptbpe"="#f0941f")) +
    scale_fill_manual(values = c("bllip-lg"="#440154FF", "bllip-md"="#39568CFF",  "bllip-sm"="#1F968BFF",  "bllip-xs"="#73D055FF", "gptbpe"="#f0941f"), guide="none") +
    scale_x_continuous(labels=c(0, 10, 20), breaks=c(0, 10, 20), minor_breaks = NULL) +
    theme(legend.position = "bottom") +
    labs(x="Surprisal (bits)", y="Slowdown due to surprisal (ms)",
         linetype="BPE",
         color="Training data")
 ggsave("../images/cogsci2020/gam_surp_corr_full.pdf", height=5.5,width=12, device = cairo_pdf)

```







